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Robert
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{
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"<3x4 sparse matrix of type '<class 'numpy.int64'>'\n",
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"<3x4 sparse matrix of type '<class 'numpy.longlong'>'\n",
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"\twith 8 stored elements in Compressed Sparse Row format>"
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"name": "stdout",
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"text": [
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"472 ns ± 7.02 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)\n",
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"1.03 µs ± 114 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)\n",
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"Inefficient way to access items rated by user:\n"
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]
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},
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"name": "stdout",
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"text": [
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"57.3 µs ± 6.26 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n"
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"132 µs ± 5.13 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n"
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"</div>"
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],
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"text/plain": [
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" 0 1 2 3 4 5 6 7 8 9 ... \\\n",
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"0 1 5 3.529975 10 3.529975 25 3.529975 32 3.529975 33 ... \n",
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"1 2 1 3.529975 2 3.529975 3 3.529975 4 3.529975 5 ... \n",
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" 0 1 2 3 4 5 6 7 8 9 ... 11 \\\n",
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"0 1 5 3.529975 10 3.529975 25 3.529975 32 3.529975 33 ... 44 \n",
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"1 2 1 3.529975 2 3.529975 3 3.529975 4 3.529975 5 ... 6 \n",
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"\n",
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" 11 12 13 14 15 16 17 18 19 20 \n",
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"0 44 3.529975 46 3.529975 50 3.529975 52 3.529975 55 3.529975 \n",
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"1 6 3.529975 7 3.529975 8 3.529975 9 3.529975 11 3.529975 \n",
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"0 3.529975 46 3.529975 50 3.529975 52 3.529975 55 3.529975 \n",
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"1 3.529975 7 3.529975 8 3.529975 9 3.529975 11 3.529975 \n",
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"\n",
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"[2 rows x 21 columns]"
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"execution_count": 31,
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{
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"data": {
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"text/plain": [
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"0.75248710128207985"
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"0.7524871012820799"
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]
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"execution_count": 31,
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"RMSE: 1.5190\n",
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"MAE: 1.2222\n"
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"RMSE: 1.5070\n",
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"MAE: 1.2072\n"
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]
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},
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"data": {
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"text/plain": [
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"1.222159317007133"
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"1.2071684732991073"
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"execution_count": 32,
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"0 1.0 0.033911 2.836513 0.991139"
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"0 0.437964 1.0 0.033911 2.836513 0.991139 "
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"outputs": [
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{
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@ -683,14 +683,14 @@
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" <tr>\n",
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" <th>0</th>\n",
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" <td>Ready_Random</td>\n",
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" <td>1.518964</td>\n",
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" <td>1.222159</td>\n",
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" <td>0.046554</td>\n",
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" <td>0.020603</td>\n",
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" <td>0.023679</td>\n",
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" <td>0.031216</td>\n",
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" <td>0.028970</td>\n",
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" <td>0.021179</td>\n",
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" <td>1.517787</td>\n",
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" <td>1.217953</td>\n",
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" <td>0.047826</td>\n",
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" <td>0.017861</td>\n",
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" <td>0.022711</td>\n",
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" <td>0.031080</td>\n",
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" <td>0.028219</td>\n",
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" <td>0.016982</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>0</th>\n",
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@ -713,18 +713,18 @@
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"0 Self_TopPop 2.508258 2.217909 0.188865 0.116919 0.118732 \n",
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"0 Ready_Baseline 0.949459 0.752487 0.091410 0.037652 0.046030 \n",
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"0 Self_GlobalAvg 1.125760 0.943534 0.061188 0.025968 0.031383 \n",
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"0 Ready_Random 1.518964 1.222159 0.046554 0.020603 0.023679 \n",
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"0 Ready_Random 1.517787 1.217953 0.047826 0.017861 0.022711 \n",
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"0 Self_BaselineUI 0.967585 0.762740 0.000954 0.000170 0.000278 \n",
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"\n",
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" F_05 precision_super recall_super \n",
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"0 0.141584 0.130472 0.137473 \n",
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"0 0.061286 0.079614 0.056463 \n",
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"0 0.041343 0.040558 0.032107 \n",
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"0 0.031216 0.028970 0.021179 \n",
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"0 0.031080 0.028219 0.016982 \n",
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"0 0.000463 0.000644 0.000189 "
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]
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},
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"execution_count": 17,
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"execution_count": 12,
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"metadata": {},
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"output_type": "execute_result"
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}
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},
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{
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"cell_type": "code",
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"execution_count": 18,
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"execution_count": 13,
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"metadata": {},
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"outputs": [
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{
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@ -814,15 +814,15 @@
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" <tr>\n",
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" <th>0</th>\n",
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" <td>Ready_Random</td>\n",
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" <td>0.050489</td>\n",
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" <td>0.019185</td>\n",
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" <td>0.123856</td>\n",
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" <td>0.506812</td>\n",
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" <td>0.322375</td>\n",
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" <td>0.987805</td>\n",
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" <td>0.184704</td>\n",
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" <td>5.103172</td>\n",
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" <td>0.906873</td>\n",
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" <td>0.051154</td>\n",
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" <td>0.019551</td>\n",
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" <td>0.125693</td>\n",
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" <td>0.505448</td>\n",
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" <td>0.318134</td>\n",
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" <td>0.986426</td>\n",
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" <td>0.186869</td>\n",
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" <td>5.091730</td>\n",
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" <td>0.908288</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>0</th>\n",
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"0 Self_TopPop 0.214651 0.111707 0.400939 0.555546 0.765642 \n",
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"0 Ready_Baseline 0.095957 0.043178 0.198193 0.515501 0.437964 \n",
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"0 Self_GlobalAvg 0.067695 0.027470 0.171187 0.509546 0.384942 \n",
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"0 Ready_Random 0.050489 0.019185 0.123856 0.506812 0.322375 \n",
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"0 Ready_Random 0.051154 0.019551 0.125693 0.505448 0.318134 \n",
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"0 Self_BaselineUI 0.000752 0.000168 0.001677 0.496424 0.009544 \n",
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"\n",
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" Reco in test Test coverage Shannon Gini \n",
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"0 1.000000 0.038961 3.159079 0.987317 \n",
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"0 1.000000 0.033911 2.836513 0.991139 \n",
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"0 1.000000 0.025974 2.711772 0.992003 \n",
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"0 0.987805 0.184704 5.103172 0.906873 \n",
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"0 0.986426 0.186869 5.091730 0.908288 \n",
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"0 0.600530 0.005051 1.803126 0.996380 "
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]
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},
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"execution_count": 18,
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"execution_count": 13,
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"metadata": {},
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"output_type": "execute_result"
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}
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},
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"cell_type": "code",
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"execution_count": 19,
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"execution_count": 14,
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"outputs": [
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{
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"text": [
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"3it [00:00, 1651.52it/s]\n"
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"3it [00:00, 2446.61it/s]\n"
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>24754</th>\n",
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" <td>105</td>\n",
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" <th>7917</th>\n",
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" <td>100</td>\n",
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" <td>5</td>\n",
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" <td>Gattaca (1997)</td>\n",
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" <td>Drama, Sci-Fi, Thriller</td>\n",
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" <td>As Good As It Gets (1997)</td>\n",
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" <td>Comedy, Drama</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>37073</th>\n",
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" <td>105</td>\n",
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" <td>5</td>\n",
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" <td>Contact (1997)</td>\n",
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" <td>Drama, Sci-Fi</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>40592</th>\n",
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" <td>105</td>\n",
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" <th>40494</th>\n",
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" <td>100</td>\n",
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" <td>5</td>\n",
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" <td>Titanic (1997)</td>\n",
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" <td>Action, Drama, Romance</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>46032</th>\n",
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" <td>105</td>\n",
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" <th>23127</th>\n",
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" <td>100</td>\n",
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" <td>5</td>\n",
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" <td>Apt Pupil (1998)</td>\n",
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" <td>Drama, Thriller</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>45163</th>\n",
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" <td>100</td>\n",
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" <td>4</td>\n",
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" <td>Tomorrow Never Dies (1997)</td>\n",
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" <td>Action, Romance, Thriller</td>\n",
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" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>28194</th>\n",
|
||||
" <td>100</td>\n",
|
||||
" <td>4</td>\n",
|
||||
" <td>Conspiracy Theory (1997)</td>\n",
|
||||
" <td>Action, Mystery, Romance, Thriller</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>46108</th>\n",
|
||||
" <td>100</td>\n",
|
||||
" <td>4</td>\n",
|
||||
" <td>L.A. Confidential (1997)</td>\n",
|
||||
" <td>Crime, Film-Noir, Mystery, Thriller</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>17916</th>\n",
|
||||
" <td>105</td>\n",
|
||||
" <th>43730</th>\n",
|
||||
" <td>100</td>\n",
|
||||
" <td>4</td>\n",
|
||||
" <td>English Patient, The (1996)</td>\n",
|
||||
" <td>Drama, Romance, War</td>\n",
|
||||
" <td>Amistad (1997)</td>\n",
|
||||
" <td>Drama</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>23767</th>\n",
|
||||
" <td>105</td>\n",
|
||||
" <th>42366</th>\n",
|
||||
" <td>100</td>\n",
|
||||
" <td>4</td>\n",
|
||||
" <td>Chasing Amy (1997)</td>\n",
|
||||
" <td>Drama, Romance</td>\n",
|
||||
" <td>Postman, The (1997)</td>\n",
|
||||
" <td>Drama</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>47003</th>\n",
|
||||
" <td>105</td>\n",
|
||||
" <th>37000</th>\n",
|
||||
" <td>100</td>\n",
|
||||
" <td>4</td>\n",
|
||||
" <td>Cop Land (1997)</td>\n",
|
||||
" <td>Crime, Drama, Mystery</td>\n",
|
||||
" <td>Contact (1997)</td>\n",
|
||||
" <td>Drama, Sci-Fi</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>48891</th>\n",
|
||||
" <td>105</td>\n",
|
||||
" <th>66556</th>\n",
|
||||
" <td>100</td>\n",
|
||||
" <td>4</td>\n",
|
||||
" <td>Lost Highway (1997)</td>\n",
|
||||
" <td>Mystery</td>\n",
|
||||
" <td>Apostle, The (1997)</td>\n",
|
||||
" <td>Drama</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>67355</th>\n",
|
||||
" <td>105</td>\n",
|
||||
" <th>67009</th>\n",
|
||||
" <td>100</td>\n",
|
||||
" <td>4</td>\n",
|
||||
" <td>Big Bang Theory, The (1994)</td>\n",
|
||||
" <td>Crime</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>67332</th>\n",
|
||||
" <td>100</td>\n",
|
||||
" <td>4</td>\n",
|
||||
" <td>Good Will Hunting (1997)</td>\n",
|
||||
" <td>Drama</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>54121</th>\n",
|
||||
" <td>105</td>\n",
|
||||
" <td>3</td>\n",
|
||||
" <td>Boogie Nights (1997)</td>\n",
|
||||
" <th>29564</th>\n",
|
||||
" <td>100</td>\n",
|
||||
" <td>4</td>\n",
|
||||
" <td>Kundun (1997)</td>\n",
|
||||
" <td>Drama</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>55439</th>\n",
|
||||
" <td>105</td>\n",
|
||||
" <td>3</td>\n",
|
||||
" <td>Seven Years in Tibet (1997)</td>\n",
|
||||
" <td>Drama, War</td>\n",
|
||||
" <th>26441</th>\n",
|
||||
" <td>100</td>\n",
|
||||
" <td>4</td>\n",
|
||||
" <td>Air Force One (1997)</td>\n",
|
||||
" <td>Action, Thriller</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>69687</th>\n",
|
||||
" <td>105</td>\n",
|
||||
" <td>3</td>\n",
|
||||
" <th>69735</th>\n",
|
||||
" <td>100</td>\n",
|
||||
" <td>4</td>\n",
|
||||
" <td>Wag the Dog (1997)</td>\n",
|
||||
" <td>Comedy, Drama</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>7321</th>\n",
|
||||
" <td>105</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>Saint, The (1997)</td>\n",
|
||||
" <td>Action, Romance, Thriller</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>45056</th>\n",
|
||||
" <td>105</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>Tomorrow Never Dies (1997)</td>\n",
|
||||
" <td>Action, Romance, Thriller</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>64052</th>\n",
|
||||
" <td>105</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>Alien: Resurrection (1997)</td>\n",
|
||||
" <td>Action, Horror, Sci-Fi</td>\n",
|
||||
" </tr>\n",
|
||||
" </tbody>\n",
|
||||
"</table>\n",
|
||||
"</div>"
|
||||
],
|
||||
"text/plain": [
|
||||
" user rating title \\\n",
|
||||
"24754 105 5 Gattaca (1997) \n",
|
||||
"37073 105 5 Contact (1997) \n",
|
||||
"40592 105 5 Titanic (1997) \n",
|
||||
"46032 105 5 L.A. Confidential (1997) \n",
|
||||
"17916 105 4 English Patient, The (1996) \n",
|
||||
"23767 105 4 Chasing Amy (1997) \n",
|
||||
"47003 105 4 Cop Land (1997) \n",
|
||||
"48891 105 4 Lost Highway (1997) \n",
|
||||
"67355 105 4 Good Will Hunting (1997) \n",
|
||||
"54121 105 3 Boogie Nights (1997) \n",
|
||||
"55439 105 3 Seven Years in Tibet (1997) \n",
|
||||
"69687 105 3 Wag the Dog (1997) \n",
|
||||
"7321 105 2 Saint, The (1997) \n",
|
||||
"45056 105 2 Tomorrow Never Dies (1997) \n",
|
||||
"64052 105 2 Alien: Resurrection (1997) \n",
|
||||
"7917 100 5 As Good As It Gets (1997) \n",
|
||||
"40494 100 5 Titanic (1997) \n",
|
||||
"23127 100 5 Apt Pupil (1998) \n",
|
||||
"45163 100 4 Tomorrow Never Dies (1997) \n",
|
||||
"28194 100 4 Conspiracy Theory (1997) \n",
|
||||
"46108 100 4 L.A. Confidential (1997) \n",
|
||||
"43730 100 4 Amistad (1997) \n",
|
||||
"42366 100 4 Postman, The (1997) \n",
|
||||
"37000 100 4 Contact (1997) \n",
|
||||
"66556 100 4 Apostle, The (1997) \n",
|
||||
"67009 100 4 Big Bang Theory, The (1994) \n",
|
||||
"67332 100 4 Good Will Hunting (1997) \n",
|
||||
"29564 100 4 Kundun (1997) \n",
|
||||
"26441 100 4 Air Force One (1997) \n",
|
||||
"69735 100 4 Wag the Dog (1997) \n",
|
||||
"\n",
|
||||
" genres \n",
|
||||
"24754 Drama, Sci-Fi, Thriller \n",
|
||||
"37073 Drama, Sci-Fi \n",
|
||||
"40592 Action, Drama, Romance \n",
|
||||
"46032 Crime, Film-Noir, Mystery, Thriller \n",
|
||||
"17916 Drama, Romance, War \n",
|
||||
"23767 Drama, Romance \n",
|
||||
"47003 Crime, Drama, Mystery \n",
|
||||
"48891 Mystery \n",
|
||||
"67355 Drama \n",
|
||||
"54121 Drama \n",
|
||||
"55439 Drama, War \n",
|
||||
"69687 Comedy, Drama \n",
|
||||
"7321 Action, Romance, Thriller \n",
|
||||
"45056 Action, Romance, Thriller \n",
|
||||
"64052 Action, Horror, Sci-Fi "
|
||||
"7917 Comedy, Drama \n",
|
||||
"40494 Action, Drama, Romance \n",
|
||||
"23127 Drama, Thriller \n",
|
||||
"45163 Action, Romance, Thriller \n",
|
||||
"28194 Action, Mystery, Romance, Thriller \n",
|
||||
"46108 Crime, Film-Noir, Mystery, Thriller \n",
|
||||
"43730 Drama \n",
|
||||
"42366 Drama \n",
|
||||
"37000 Drama, Sci-Fi \n",
|
||||
"66556 Drama \n",
|
||||
"67009 Crime \n",
|
||||
"67332 Drama \n",
|
||||
"29564 Drama \n",
|
||||
"26441 Action, Thriller \n",
|
||||
"69735 Comedy, Drama "
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
@ -1429,71 +1429,71 @@
|
||||
" </thead>\n",
|
||||
" <tbody>\n",
|
||||
" <tr>\n",
|
||||
" <th>103</th>\n",
|
||||
" <td>105.0</td>\n",
|
||||
" <th>98</th>\n",
|
||||
" <td>100.0</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>Great Day in Harlem, A (1994)</td>\n",
|
||||
" <td>Documentary</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>1046</th>\n",
|
||||
" <td>105.0</td>\n",
|
||||
" <th>1041</th>\n",
|
||||
" <td>100.0</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>Tough and Deadly (1995)</td>\n",
|
||||
" <td>Action, Drama, Thriller</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>1988</th>\n",
|
||||
" <td>105.0</td>\n",
|
||||
" <th>1983</th>\n",
|
||||
" <td>100.0</td>\n",
|
||||
" <td>3</td>\n",
|
||||
" <td>Aiqing wansui (1994)</td>\n",
|
||||
" <td>Drama</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>2930</th>\n",
|
||||
" <td>105.0</td>\n",
|
||||
" <th>2925</th>\n",
|
||||
" <td>100.0</td>\n",
|
||||
" <td>4</td>\n",
|
||||
" <td>Delta of Venus (1994)</td>\n",
|
||||
" <td>Drama</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>3872</th>\n",
|
||||
" <td>105.0</td>\n",
|
||||
" <th>3867</th>\n",
|
||||
" <td>100.0</td>\n",
|
||||
" <td>5</td>\n",
|
||||
" <td>Someone Else's America (1995)</td>\n",
|
||||
" <td>Drama</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4814</th>\n",
|
||||
" <td>105.0</td>\n",
|
||||
" <th>4809</th>\n",
|
||||
" <td>100.0</td>\n",
|
||||
" <td>6</td>\n",
|
||||
" <td>Saint of Fort Washington, The (1993)</td>\n",
|
||||
" <td>Drama</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>5755</th>\n",
|
||||
" <td>105.0</td>\n",
|
||||
" <th>5750</th>\n",
|
||||
" <td>100.0</td>\n",
|
||||
" <td>7</td>\n",
|
||||
" <td>Celestial Clockwork (1994)</td>\n",
|
||||
" <td>Comedy</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>6698</th>\n",
|
||||
" <td>105.0</td>\n",
|
||||
" <th>6693</th>\n",
|
||||
" <td>100.0</td>\n",
|
||||
" <td>8</td>\n",
|
||||
" <td>Some Mother's Son (1996)</td>\n",
|
||||
" <td>Drama</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>8592</th>\n",
|
||||
" <td>105.0</td>\n",
|
||||
" <th>8587</th>\n",
|
||||
" <td>100.0</td>\n",
|
||||
" <td>9</td>\n",
|
||||
" <td>Maya Lin: A Strong Clear Vision (1994)</td>\n",
|
||||
" <td>Documentary</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>7638</th>\n",
|
||||
" <td>105.0</td>\n",
|
||||
" <th>7633</th>\n",
|
||||
" <td>100.0</td>\n",
|
||||
" <td>10</td>\n",
|
||||
" <td>Prefontaine (1997)</td>\n",
|
||||
" <td>Drama</td>\n",
|
||||
@ -1504,31 +1504,31 @@
|
||||
],
|
||||
"text/plain": [
|
||||
" user rec_nb title \\\n",
|
||||
"103 105.0 1 Great Day in Harlem, A (1994) \n",
|
||||
"1046 105.0 2 Tough and Deadly (1995) \n",
|
||||
"1988 105.0 3 Aiqing wansui (1994) \n",
|
||||
"2930 105.0 4 Delta of Venus (1994) \n",
|
||||
"3872 105.0 5 Someone Else's America (1995) \n",
|
||||
"4814 105.0 6 Saint of Fort Washington, The (1993) \n",
|
||||
"5755 105.0 7 Celestial Clockwork (1994) \n",
|
||||
"6698 105.0 8 Some Mother's Son (1996) \n",
|
||||
"8592 105.0 9 Maya Lin: A Strong Clear Vision (1994) \n",
|
||||
"7638 105.0 10 Prefontaine (1997) \n",
|
||||
"98 100.0 1 Great Day in Harlem, A (1994) \n",
|
||||
"1041 100.0 2 Tough and Deadly (1995) \n",
|
||||
"1983 100.0 3 Aiqing wansui (1994) \n",
|
||||
"2925 100.0 4 Delta of Venus (1994) \n",
|
||||
"3867 100.0 5 Someone Else's America (1995) \n",
|
||||
"4809 100.0 6 Saint of Fort Washington, The (1993) \n",
|
||||
"5750 100.0 7 Celestial Clockwork (1994) \n",
|
||||
"6693 100.0 8 Some Mother's Son (1996) \n",
|
||||
"8587 100.0 9 Maya Lin: A Strong Clear Vision (1994) \n",
|
||||
"7633 100.0 10 Prefontaine (1997) \n",
|
||||
"\n",
|
||||
" genres \n",
|
||||
"103 Documentary \n",
|
||||
"1046 Action, Drama, Thriller \n",
|
||||
"1988 Drama \n",
|
||||
"2930 Drama \n",
|
||||
"3872 Drama \n",
|
||||
"4814 Drama \n",
|
||||
"5755 Comedy \n",
|
||||
"6698 Drama \n",
|
||||
"8592 Documentary \n",
|
||||
"7638 Drama "
|
||||
"98 Documentary \n",
|
||||
"1041 Action, Drama, Thriller \n",
|
||||
"1983 Drama \n",
|
||||
"2925 Drama \n",
|
||||
"3867 Drama \n",
|
||||
"4809 Drama \n",
|
||||
"5750 Comedy \n",
|
||||
"6693 Drama \n",
|
||||
"8587 Documentary \n",
|
||||
"7633 Drama "
|
||||
]
|
||||
},
|
||||
"execution_count": 20,
|
||||
"execution_count": 15,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
@ -1576,7 +1576,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 71,
|
||||
"execution_count": 16,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
@ -1588,18 +1588,18 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 21,
|
||||
"execution_count": 17,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"943it [00:00, 9023.32it/s]\n",
|
||||
"943it [00:00, 9004.98it/s]\n",
|
||||
"943it [00:00, 8532.40it/s]\n",
|
||||
"943it [00:00, 8974.06it/s]\n",
|
||||
"943it [00:00, 8818.01it/s]\n"
|
||||
"943it [00:00, 6211.85it/s]\n",
|
||||
"943it [00:00, 7728.29it/s]\n",
|
||||
"943it [00:00, 7446.93it/s]\n",
|
||||
"943it [00:00, 6379.07it/s]\n",
|
||||
"943it [00:00, 6994.80it/s]\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
@ -1710,23 +1710,23 @@
|
||||
" <tr>\n",
|
||||
" <th>0</th>\n",
|
||||
" <td>Ready_Random</td>\n",
|
||||
" <td>1.518964</td>\n",
|
||||
" <td>1.222159</td>\n",
|
||||
" <td>0.046554</td>\n",
|
||||
" <td>0.020603</td>\n",
|
||||
" <td>0.023679</td>\n",
|
||||
" <td>0.031216</td>\n",
|
||||
" <td>0.028970</td>\n",
|
||||
" <td>0.021179</td>\n",
|
||||
" <td>0.050489</td>\n",
|
||||
" <td>0.019185</td>\n",
|
||||
" <td>0.123856</td>\n",
|
||||
" <td>0.506812</td>\n",
|
||||
" <td>0.322375</td>\n",
|
||||
" <td>0.987805</td>\n",
|
||||
" <td>0.184704</td>\n",
|
||||
" <td>5.103172</td>\n",
|
||||
" <td>0.906873</td>\n",
|
||||
" <td>1.517787</td>\n",
|
||||
" <td>1.217953</td>\n",
|
||||
" <td>0.047826</td>\n",
|
||||
" <td>0.017861</td>\n",
|
||||
" <td>0.022711</td>\n",
|
||||
" <td>0.031080</td>\n",
|
||||
" <td>0.028219</td>\n",
|
||||
" <td>0.016982</td>\n",
|
||||
" <td>0.051154</td>\n",
|
||||
" <td>0.019551</td>\n",
|
||||
" <td>0.125693</td>\n",
|
||||
" <td>0.505448</td>\n",
|
||||
" <td>0.318134</td>\n",
|
||||
" <td>0.986426</td>\n",
|
||||
" <td>0.186869</td>\n",
|
||||
" <td>5.091730</td>\n",
|
||||
" <td>0.908288</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>0</th>\n",
|
||||
@ -1758,25 +1758,25 @@
|
||||
"0 Self_TopPop 2.508258 2.217909 0.188865 0.116919 0.118732 \n",
|
||||
"0 Ready_Baseline 0.949459 0.752487 0.091410 0.037652 0.046030 \n",
|
||||
"0 Self_GlobalAvg 1.125760 0.943534 0.061188 0.025968 0.031383 \n",
|
||||
"0 Ready_Random 1.518964 1.222159 0.046554 0.020603 0.023679 \n",
|
||||
"0 Ready_Random 1.517787 1.217953 0.047826 0.017861 0.022711 \n",
|
||||
"0 Self_BaselineUI 0.967585 0.762740 0.000954 0.000170 0.000278 \n",
|
||||
"\n",
|
||||
" F_05 precision_super recall_super NDCG mAP MRR \\\n",
|
||||
"0 0.141584 0.130472 0.137473 0.214651 0.111707 0.400939 \n",
|
||||
"0 0.061286 0.079614 0.056463 0.095957 0.043178 0.198193 \n",
|
||||
"0 0.041343 0.040558 0.032107 0.067695 0.027470 0.171187 \n",
|
||||
"0 0.031216 0.028970 0.021179 0.050489 0.019185 0.123856 \n",
|
||||
"0 0.031080 0.028219 0.016982 0.051154 0.019551 0.125693 \n",
|
||||
"0 0.000463 0.000644 0.000189 0.000752 0.000168 0.001677 \n",
|
||||
"\n",
|
||||
" LAUC HR Reco in test Test coverage Shannon Gini \n",
|
||||
"0 0.555546 0.765642 1.000000 0.038961 3.159079 0.987317 \n",
|
||||
"0 0.515501 0.437964 1.000000 0.033911 2.836513 0.991139 \n",
|
||||
"0 0.509546 0.384942 1.000000 0.025974 2.711772 0.992003 \n",
|
||||
"0 0.506812 0.322375 0.987805 0.184704 5.103172 0.906873 \n",
|
||||
"0 0.505448 0.318134 0.986426 0.186869 5.091730 0.908288 \n",
|
||||
"0 0.496424 0.009544 0.600530 0.005051 1.803126 0.996380 "
|
||||
]
|
||||
},
|
||||
"execution_count": 21,
|
||||
"execution_count": 17,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
|
||||
Binary file not shown.
@ -209,7 +209,7 @@
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"943it [00:00, 10667.92it/s]\n"
|
||||
"943it [00:00, 8068.73it/s]\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
@ -313,12 +313,12 @@
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"943it [00:00, 8975.00it/s]\n",
|
||||
"943it [00:00, 10288.02it/s]\n",
|
||||
"943it [00:00, 9740.46it/s]\n",
|
||||
"943it [00:00, 10104.74it/s]\n",
|
||||
"943it [00:00, 10418.45it/s]\n",
|
||||
"943it [00:00, 10339.85it/s]\n"
|
||||
"943it [00:00, 8130.43it/s]\n",
|
||||
"943it [00:00, 7928.93it/s]\n",
|
||||
"943it [00:00, 7309.27it/s]\n",
|
||||
"943it [00:00, 7687.73it/s]\n",
|
||||
"943it [00:00, 8153.31it/s]\n",
|
||||
"943it [00:00, 7785.12it/s]\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
@ -429,23 +429,23 @@
|
||||
" <tr>\n",
|
||||
" <th>0</th>\n",
|
||||
" <td>Ready_Random</td>\n",
|
||||
" <td>1.518964</td>\n",
|
||||
" <td>1.222159</td>\n",
|
||||
" <td>0.046554</td>\n",
|
||||
" <td>0.020603</td>\n",
|
||||
" <td>0.023679</td>\n",
|
||||
" <td>0.031216</td>\n",
|
||||
" <td>0.028970</td>\n",
|
||||
" <td>0.021179</td>\n",
|
||||
" <td>0.050489</td>\n",
|
||||
" <td>0.019185</td>\n",
|
||||
" <td>0.123856</td>\n",
|
||||
" <td>0.506812</td>\n",
|
||||
" <td>0.322375</td>\n",
|
||||
" <td>0.987805</td>\n",
|
||||
" <td>0.184704</td>\n",
|
||||
" <td>5.103172</td>\n",
|
||||
" <td>0.906873</td>\n",
|
||||
" <td>1.517787</td>\n",
|
||||
" <td>1.217953</td>\n",
|
||||
" <td>0.047826</td>\n",
|
||||
" <td>0.017861</td>\n",
|
||||
" <td>0.022711</td>\n",
|
||||
" <td>0.031080</td>\n",
|
||||
" <td>0.028219</td>\n",
|
||||
" <td>0.016982</td>\n",
|
||||
" <td>0.051154</td>\n",
|
||||
" <td>0.019551</td>\n",
|
||||
" <td>0.125693</td>\n",
|
||||
" <td>0.505448</td>\n",
|
||||
" <td>0.318134</td>\n",
|
||||
" <td>0.986426</td>\n",
|
||||
" <td>0.186869</td>\n",
|
||||
" <td>5.091730</td>\n",
|
||||
" <td>0.908288</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>0</th>\n",
|
||||
@ -498,7 +498,7 @@
|
||||
"0 Self_TopPop 2.508258 2.217909 0.188865 0.116919 0.118732 \n",
|
||||
"0 Ready_Baseline 0.949459 0.752487 0.091410 0.037652 0.046030 \n",
|
||||
"0 Self_GlobalAvg 1.125760 0.943534 0.061188 0.025968 0.031383 \n",
|
||||
"0 Ready_Random 1.518964 1.222159 0.046554 0.020603 0.023679 \n",
|
||||
"0 Ready_Random 1.517787 1.217953 0.047826 0.017861 0.022711 \n",
|
||||
"0 Self_BaselineUI 0.967585 0.762740 0.000954 0.000170 0.000278 \n",
|
||||
"0 Self_IKNN 1.018363 0.808793 0.000318 0.000108 0.000140 \n",
|
||||
"\n",
|
||||
@ -506,7 +506,7 @@
|
||||
"0 0.141584 0.130472 0.137473 0.214651 0.111707 0.400939 \n",
|
||||
"0 0.061286 0.079614 0.056463 0.095957 0.043178 0.198193 \n",
|
||||
"0 0.041343 0.040558 0.032107 0.067695 0.027470 0.171187 \n",
|
||||
"0 0.031216 0.028970 0.021179 0.050489 0.019185 0.123856 \n",
|
||||
"0 0.031080 0.028219 0.016982 0.051154 0.019551 0.125693 \n",
|
||||
"0 0.000463 0.000644 0.000189 0.000752 0.000168 0.001677 \n",
|
||||
"0 0.000189 0.000000 0.000000 0.000214 0.000037 0.000368 \n",
|
||||
"\n",
|
||||
@ -514,7 +514,7 @@
|
||||
"0 0.555546 0.765642 1.000000 0.038961 3.159079 0.987317 \n",
|
||||
"0 0.515501 0.437964 1.000000 0.033911 2.836513 0.991139 \n",
|
||||
"0 0.509546 0.384942 1.000000 0.025974 2.711772 0.992003 \n",
|
||||
"0 0.506812 0.322375 0.987805 0.184704 5.103172 0.906873 \n",
|
||||
"0 0.505448 0.318134 0.986426 0.186869 5.091730 0.908288 \n",
|
||||
"0 0.496424 0.009544 0.600530 0.005051 1.803126 0.996380 \n",
|
||||
"0 0.496391 0.003181 0.392153 0.115440 4.174741 0.965327 "
|
||||
]
|
||||
@ -552,7 +552,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 10,
|
||||
"execution_count": 7,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
@ -590,7 +590,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 11,
|
||||
"execution_count": 8,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
@ -667,7 +667,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 12,
|
||||
"execution_count": 10,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
|
||||
Binary file not shown.
@ -11,10 +11,10 @@
|
||||
"['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: 14.000000000000002%',\n",
|
||||
" 'dimensions: 20, cases when observation is the nearest: 65.0%',\n",
|
||||
" 'dimensions: 30, cases when observation is the nearest: 100.0%',\n",
|
||||
" 'dimensions: 40, cases when observation is the nearest: 100.0%',\n",
|
||||
" 'dimensions: 10, cases when observation is the nearest: 7.000000000000001%',\n",
|
||||
" 'dimensions: 20, cases when observation is the nearest: 57.99999999999999%',\n",
|
||||
" 'dimensions: 30, cases when observation is the nearest: 92.0%',\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",
|
||||
|
||||
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Loading…
Reference in New Issue
Block a user