Ano Hi Mita Hana no Namae wo Bokutachi wa Mada Shiranai.
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profile
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" \n",
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Stark700
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NaN
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NaN
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NaN
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NaN
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NaN
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NaN
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36.0
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NaN
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NaN
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Sidewinder51
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NaN
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ktulu007
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28.0
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32.0
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NaN
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20.0
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36.0
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24.0
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28.0
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LegendAqua
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40.0
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ggultra2764
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24.0
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24.0
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32.0
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16.0
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NaN
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literaturenerd
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24.0
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28.0
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16.0
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BanjoTheBear
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BabyGirl06301
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36.0
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32.0
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36.0
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40.0
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NaN
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NaN
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28.0
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PyraXadon
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28.0
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NaN
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40.0
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NaN
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36.0
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NaN
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NaN
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36.0
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angelsreview
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NaN
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"text/plain": [
"title Death Note Steins;Gate Kimi no Na wa. \\\n",
"profile \n",
"Stark700 NaN NaN NaN \n",
"Sidewinder51 NaN NaN NaN \n",
"ktulu007 NaN 28.0 NaN \n",
"LegendAqua NaN NaN 40.0 \n",
"ggultra2764 NaN NaN 24.0 \n",
"literaturenerd 24.0 NaN NaN \n",
"BanjoTheBear NaN NaN NaN \n",
"BabyGirl06301 36.0 32.0 36.0 \n",
"PyraXadon 28.0 NaN NaN \n",
"angelsreview NaN NaN NaN \n",
"\n",
"title Fullmetal Alchemist: Brotherhood Clannad: After Story \\\n",
"profile \n",
"Stark700 NaN NaN \n",
"Sidewinder51 NaN NaN \n",
"ktulu007 32.0 NaN \n",
"LegendAqua NaN NaN \n",
"ggultra2764 24.0 NaN \n",
"literaturenerd 28.0 NaN \n",
"BanjoTheBear NaN NaN \n",
"BabyGirl06301 40.0 NaN \n",
"PyraXadon NaN 40.0 \n",
"angelsreview NaN NaN \n",
"\n",
"title Toradora! Mahou Shoujo Madokaβ Magica Mirai Nikki \\\n",
"profile \n",
"Stark700 NaN NaN 36.0 \n",
"Sidewinder51 NaN NaN NaN \n",
"ktulu007 20.0 36.0 NaN \n",
"LegendAqua NaN NaN NaN \n",
"ggultra2764 NaN 32.0 16.0 \n",
"literaturenerd NaN 20.0 16.0 \n",
"BanjoTheBear NaN NaN NaN \n",
"BabyGirl06301 NaN NaN 28.0 \n",
"PyraXadon NaN 36.0 NaN \n",
"angelsreview 24.0 32.0 NaN \n",
"\n",
"title Tengen Toppa Gurren Lagann \\\n",
"profile \n",
"Stark700 NaN \n",
"Sidewinder51 NaN \n",
"ktulu007 24.0 \n",
"LegendAqua NaN \n",
"ggultra2764 NaN \n",
"literaturenerd NaN \n",
"BanjoTheBear NaN \n",
"BabyGirl06301 NaN \n",
"PyraXadon NaN \n",
"angelsreview NaN \n",
"\n",
"title Ano Hi Mita Hana no Namae wo Bokutachi wa Mada Shiranai. \n",
"profile \n",
"Stark700 NaN \n",
"Sidewinder51 NaN \n",
"ktulu007 28.0 \n",
"LegendAqua NaN \n",
"ggultra2764 NaN \n",
"literaturenerd NaN \n",
"BanjoTheBear NaN \n",
"BabyGirl06301 NaN \n",
"PyraXadon 36.0 \n",
"angelsreview NaN "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"user_groups = reviews.groupby('profile').score.count()\n",
"top_users = user_groups.sort_values(ascending=False)[:10].keys()\n",
"\n",
"anime_groups = reviews.groupby('title').score.count()\n",
"top_animes = anime_groups.sort_values(ascending=False)[:10].keys()\n",
"\n",
"cross_tabulation.loc[top_users, top_animes]"
]
},
{
"cell_type": "markdown",
"id": "0805df78",
"metadata": {
"papermill": {
"duration": 0.011274,
"end_time": "2023-07-20T14:28:30.636265",
"exception": false,
"start_time": "2023-07-20T14:28:30.624991",
"status": "completed"
},
"tags": []
},
"source": [
"It looks like the review scores show a right-skew."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "2cce7e27",
"metadata": {
"execution": {
"iopub.execute_input": "2023-07-20T14:28:30.660153Z",
"iopub.status.busy": "2023-07-20T14:28:30.659859Z",
"iopub.status.idle": "2023-07-20T14:28:30.961525Z",
"shell.execute_reply": "2023-07-20T14:28:30.960623Z"
},
"papermill": {
"duration": 0.315931,
"end_time": "2023-07-20T14:28:30.963642",
"exception": false,
"start_time": "2023-07-20T14:28:30.647711",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"(array([ 4870., 5164., 10229., 10909., 16495., 24766., 39624., 57463.,\n",
" 70498., 77461.]),\n",
" array([ 0. , 1.1, 2.2, 3.3, 4.4, 5.5, 6.6, 7.7, 8.8, 9.9, 11. ]),\n",
" )"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
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