box_plot.ipynb

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  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt \n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "import pickle\n",
    "\n",
    "# df = pd.read_csv('outliers/df_raw.csv')\n",
    "df = pd.read_csv('outliers/final/df.csv')\n",
    "\n",
    "\n",
    "with open(f'outliers/data.pickle', 'rb') as handle:\n",
    "    data = pickle.load(handle)\n",
    "with open(f'outliers/process.pickle', 'rb') as handle:\n",
    "    process = pickle.load(handle)\n",
    "\n",
    "X = pd.concat([data['X_train'], data['X_test'], data['X_val']])\n",
    "y = np.concatenate([data['y_train'], data['y_test'], data['y_val']])\n",
    "Xy = X.copy()\n",
    "Xy['META__revenue'] = y\n",
    "\n",
    "def print_box_plot(col, name):\n",
    "    print(name)\n",
    "    fig = plt.figure(figsize =(10, 7)) \n",
    "    plt.boxplot(col[~pd.isna(col)]) \n",
    "    plt.title(name)\n",
    "    plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "['META__profitability',\n",
       " 'META__year_avg_profitability',\n",
       " 'cast_1_avg_profit',\n",
       " 'cast_2_avg_profit',\n",
       " 'cast_3_avg_profit',\n",
       " 'cast_4_avg_profit',\n",
       " 'cast_5_avg_profit',\n",
       " 'cast_6_avg_profit',\n",
       " 'cast_7_avg_profit',\n",
       " 'cast_8_avg_profit',\n",
       " 'production_company_1_avg_profit',\n",
       " 'production_company_2_avg_profit',\n",
       " 'production_company_3_avg_profit',\n",
       " 'collection_avg_profit',\n",
       " 'crew__production__producer_1_avg_profit',\n",
       " 'crew__production__producer_2_avg_profit',\n",
       " 'crew__sound__music_editor_avg_profit',\n",
       " 'crew__sound__original_music_composer_avg_profit',\n",
       " 'crew__sound__sound_designer_avg_profit',\n",
       " 'crew__sound__sound_effects_editor_avg_profit',\n",
       " 'crew__sound__sound_re_recording_mixer_avg_profit',\n",
       " 'crew__sound__supervising_sound_editor_avg_profit',\n",
       " 'crew__directing__director_avg_profit',\n",
       " 'crew__directing__script_supervisor_avg_profit',\n",
       " 'crew__production__casting_avg_profit',\n",
       " 'crew__production__executive_producer_avg_profit',\n",
       " 'crew__editing__editor_avg_profit',\n",
       " 'crew__costume__costume_designer_avg_profit',\n",
       " 'crew__costume__costume_supervisor_avg_profit',\n",
       " 'crew__costume__makeup_artist_avg_profit',\n",
       " 'crew__crew__stunt_coordinator_avg_profit',\n",
       " 'crew__writing__screenplay_avg_profit',\n",
       " 'crew__art__art_direction_avg_profit',\n",
       " 'crew__art__production_design_avg_profit',\n",
       " 'crew__art__property_master_avg_profit',\n",
       " 'crew__art__set_decoration_avg_profit',\n",
       " 'crew__visualeffects__visual_effects_supervisor_avg_profit',\n",
       " 'crew__camera__director_of_photography_avg_profit',\n",
       " 'crew__camera__steadicam_operator_avg_profit',\n",
       " 'crew__camera__still_photographer_avg_profit',\n",
       " 'year_avg_profit',\n",
       " 'cast_avg_avg_profit']"
      ]
     },
     "metadata": {},
     "execution_count": 4
    }
   ],
   "source": [
    "[c for c in df.columns if 'profit' in c]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols = ['budget', 'runtime', 'competition', 'META__revenue'] + [c for c in df.columns if 'profit' in c]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def print_box_plot(col, name):\n",
    "    print(name)\n",
    "    fig = plt.figure(figsize =(10, 7)) \n",
    "    plt.boxplot(col[~pd.isna(col)]) \n",
    "    plt.title(name)\n",
    "    plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "tags": []
   },
   "outputs": [
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# for c in ['budget', 'runtime', 'competition', 'META__revenue'] + [c for c in df.columns if 'profit' in c]:\n",
    "lists = []\n",
    "names = []\n",
    "# for c in ['budget', 'runtime', 'competition', 'META__revenue']:\n",
    "# for c in ['budget', 'META__revenue'] + [c for c in df.columns if c.endswith('avg_profit')]:\n",
    "for c in ['budget', 'META__revenue', 'production_company_1_avg_profit', 'cast_1_avg_profit', 'collection_avg_profit', 'crew__directing__director_avg_profit']:\n",
    "    d = df[c].values[~pd.isna(df[c].values)]\n",
    "    if type(d[0]) != str:\n",
    "        lists.append(d)\n",
    "        names.append(c)\n",
    "fig = plt.figure(figsize =(10, 5))\n",
    "plt.boxplot(lists, vert=False, labels=names, whis=[5,95], widths=0.8)\n",
    "# plt.title('Box plot examples for columns derived from revenue and budget')\n",
    "plt.savefig('images/boxplotfromrevenue.jpg', format='jpg', bbox_inches='tight', quality=100)\n",
    "plt.show()\n",
    "\n",
    "        # print_box_plot(df[c].values, c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "lists = []\n",
    "names = []\n",
    "for c in ['cast_1_experience', 'cast_5_experience', 'cast_1_movies_before', 'crew__production__producer_1_movies_before', 'crew__directing__director_movies_before', 'crew__writing__screenplay_movies_before']:\n",
    "    d = df[c].values[~pd.isna(df[c].values)]\n",
    "    if type(d[0]) != str:\n",
    "        lists.append(d)\n",
    "        names.append(c)\n",
    "fig = plt.figure(figsize =(10, 5))\n",
    "plt.boxplot(lists, vert=False, labels=names, whis=[5,95], widths=0.8)\n",
    "# plt.title('Box plot examples for columns derived from number of movies')\n",
    "plt.savefig('images/boxplotfromnumbers.jpg', format='jpg', bbox_inches='tight', quality=100)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "['id',\n",
       " 'budget',\n",
       " 'runtime',\n",
       " 'spoken_languages',\n",
       " 'META__year',\n",
       " 'META__month',\n",
       " 'META__day',\n",
       " 'weekend',\n",
       " 'META__collection_name',\n",
       " 'META__cast_1',\n",
       " 'META__cast_2',\n",
       " 'META__cast_3',\n",
       " 'META__cast_4',\n",
       " 'META__cast_5',\n",
       " 'META__cast_6',\n",
       " 'META__cast_7',\n",
       " 'META__cast_8',\n",
       " 'META__crew__sound__music_editor',\n",
       " 'META__crew__sound__original_music_composer',\n",
       " 'META__crew__sound__sound_designer',\n",
       " 'META__crew__sound__sound_effects_editor',\n",
       " 'META__crew__sound__sound_re_recording_mixer',\n",
       " 'META__crew__sound__supervising_sound_editor',\n",
       " 'META__crew__directing__director',\n",
       " 'META__crew__directing__script_supervisor',\n",
       " 'META__crew__production__casting',\n",
       " 'META__crew__production__executive_producer',\n",
       " 'META__crew__production__producer_1',\n",
       " 'META__crew__production__producer_2',\n",
       " 'META__crew__editing__editor',\n",
       " 'META__crew__costume__costume_designer',\n",
       " 'META__crew__costume__costume_supervisor',\n",
       " 'META__crew__costume__makeup_artist',\n",
       " 'META__crew__crew__stunt_coordinator',\n",
       " 'META__crew__writing__screenplay',\n",
       " 'META__crew__art__art_direction',\n",
       " 'META__crew__art__production_design',\n",
       " 'META__crew__art__property_master',\n",
       " 'META__crew__art__set_decoration',\n",
       " 'META__crew__visualeffects__visual_effects_supervisor',\n",
       " 'META__crew__camera__director_of_photography',\n",
       " 'META__crew__camera__steadicam_operator',\n",
       " 'META__crew__camera__still_photographer',\n",
       " 'genre__war',\n",
       " 'genre__western',\n",
       " 'genre__mystery',\n",
       " 'genre__music',\n",
       " 'genre__crime',\n",
       " 'genre__romance',\n",
       " 'genre__action',\n",
       " 'genre__adventure',\n",
       " 'genre__thriller',\n",
       " 'genre__animation',\n",
       " 'genre__family',\n",
       " 'genre__drama',\n",
       " 'genre__comedy',\n",
       " 'genre__documentary',\n",
       " 'genre__history',\n",
       " 'genre__fantasy',\n",
       " 'genre__horror',\n",
       " 'META__production_company_1',\n",
       " 'META__production_company_2',\n",
       " 'META__production_company_3',\n",
       " 'country__es',\n",
       " 'country__jp',\n",
       " 'country__us',\n",
       " 'country__ca',\n",
       " 'country__de',\n",
       " 'country__cn',\n",
       " 'country__in',\n",
       " 'country__fr',\n",
       " 'country__ru',\n",
       " 'country__it',\n",
       " 'country__au',\n",
       " 'country__gb',\n",
       " 'day_sin',\n",
       " 'day_cos',\n",
       " 'month_sin',\n",
       " 'month_cos',\n",
       " 'competition',\n",
       " 'rating__g',\n",
       " 'rating__pg',\n",
       " 'rating__pg-13',\n",
       " 'rating__r',\n",
       " 'rating__nc-17',\n",
       " 'META__original_title',\n",
       " 'META__title',\n",
       " 'META__keywords',\n",
       " 'META__plot',\n",
       " 'country__other',\n",
       " 'META__imdb_id',\n",
       " 'tag__murder',\n",
       " 'tag__violence',\n",
       " 'tag__flashback',\n",
       " 'tag__romantic',\n",
       " 'tag__cult',\n",
       " 'tag__revenge',\n",
       " 'tag__psychedelic',\n",
       " 'tag__comedy',\n",
       " 'tag__suspenseful',\n",
       " 'tag__good_versus_evil',\n",
       " 'tag__humor',\n",
       " 'tag__satire',\n",
       " 'tag__entertaining',\n",
       " 'tag__neo_noir',\n",
       " 'tag__action',\n",
       " 'tag__sadist',\n",
       " 'tag__insanity',\n",
       " 'tag__tragedy',\n",
       " 'tag__fantasy',\n",
       " 'tag__paranormal',\n",
       " 'tag__boring',\n",
       " 'tag__mystery',\n",
       " 'tag__horror',\n",
       " 'tag__melodrama',\n",
       " 'tag__cruelty',\n",
       " 'tag__gothic',\n",
       " 'tag__dramatic',\n",
       " 'tag__dark',\n",
       " 'tag__atmospheric',\n",
       " 'tag__storytelling',\n",
       " 'tag__sci_fi',\n",
       " 'tag__psychological',\n",
       " 'tag__historical',\n",
       " 'tag__absurd',\n",
       " 'tag__prank',\n",
       " 'tag__sentimental',\n",
       " 'tag__philosophical',\n",
       " 'tag__bleak',\n",
       " 'tag__alternate_reality',\n",
       " 'tag__depressing',\n",
       " 'tag__plot_twist',\n",
       " 'tag__realism',\n",
       " 'tag__cute',\n",
       " 'tag__stupid',\n",
       " 'tag__home_movie',\n",
       " 'tag__thought_provoking',\n",
       " 'tag__inspiring',\n",
       " 'tag__other',\n",
       " 'cast_1_gender',\n",
       " 'cast_2_gender',\n",
       " 'cast_3_gender',\n",
       " 'cast_4_gender',\n",
       " 'cast_5_gender',\n",
       " 'cast_6_gender',\n",
       " 'cast_7_gender',\n",
       " 'cast_8_gender',\n",
       " 'META__cast_1_male',\n",
       " 'META__cast_1_female',\n",
       " 'META__cast_2_male',\n",
       " 'META__cast_2_female',\n",
       " 'META__cast_3_male',\n",
       " 'META__cast_3_female',\n",
       " 'META__cast_4_male',\n",
       " 'META__cast_4_female',\n",
       " 'META__cast_5_male',\n",
       " 'META__cast_5_female',\n",
       " 'META__cast_6_male',\n",
       " 'META__cast_6_female',\n",
       " 'META__cast_7_male',\n",
       " 'META__cast_7_female',\n",
       " 'META__cast_8_male',\n",
       " 'META__cast_8_female',\n",
       " 'META__revenue',\n",
       " 'homepage_exists',\n",
       " 'homepage_repeats',\n",
       " 'META__profitability',\n",
       " 'META__year_avg_profitability',\n",
       " 'META__date',\n",
       " 'cast_1_avg_profit',\n",
       " 'cast_1_avg_revenue',\n",
       " 'cast_1_experience',\n",
       " 'cast_1_movies_before',\n",
       " 'cast_2_avg_profit',\n",
       " 'cast_2_avg_revenue',\n",
       " 'cast_2_experience',\n",
       " 'cast_2_movies_before',\n",
       " 'cast_3_avg_profit',\n",
       " 'cast_3_avg_revenue',\n",
       " 'cast_3_experience',\n",
       " 'cast_3_movies_before',\n",
       " 'cast_4_avg_profit',\n",
       " 'cast_4_avg_revenue',\n",
       " 'cast_4_experience',\n",
       " 'cast_4_movies_before',\n",
       " 'cast_5_avg_profit',\n",
       " 'cast_5_avg_revenue',\n",
       " 'cast_5_experience',\n",
       " 'cast_5_movies_before',\n",
       " 'cast_6_avg_profit',\n",
       " 'cast_6_avg_revenue',\n",
       " 'cast_6_experience',\n",
       " 'cast_6_movies_before',\n",
       " 'cast_7_avg_profit',\n",
       " 'cast_7_avg_revenue',\n",
       " 'cast_7_experience',\n",
       " 'cast_7_movies_before',\n",
       " 'cast_8_avg_profit',\n",
       " 'cast_8_avg_revenue',\n",
       " 'cast_8_experience',\n",
       " 'cast_8_movies_before',\n",
       " 'production_company_1_avg_profit',\n",
       " 'production_company_1_avg_revenue',\n",
       " 'production_company_1_movies_before',\n",
       " 'production_company_2_avg_profit',\n",
       " 'production_company_2_avg_revenue',\n",
       " 'production_company_2_movies_before',\n",
       " 'production_company_3_avg_profit',\n",
       " 'production_company_3_avg_revenue',\n",
       " 'production_company_3_movies_before',\n",
       " 'collection_avg_profit',\n",
       " 'collection_avg_revenue',\n",
       " 'crew__production__producer_1_avg_profit',\n",
       " 'crew__production__producer_1_avg_revenue',\n",
       " 'crew__production__producer_1_movies_before',\n",
       " 'crew__production__producer_2_avg_profit',\n",
       " 'crew__production__producer_2_avg_revenue',\n",
       " 'crew__production__producer_2_movies_before',\n",
       " 'crew__sound__music_editor_avg_profit',\n",
       " 'crew__sound__music_editor_avg_revenue',\n",
       " 'crew__sound__music_editor_movies_before',\n",
       " 'crew__sound__original_music_composer_avg_profit',\n",
       " 'crew__sound__original_music_composer_avg_revenue',\n",
       " 'crew__sound__original_music_composer_movies_before',\n",
       " 'crew__sound__sound_designer_avg_profit',\n",
       " 'crew__sound__sound_designer_avg_revenue',\n",
       " 'crew__sound__sound_designer_movies_before',\n",
       " 'crew__sound__sound_effects_editor_avg_profit',\n",
       " 'crew__sound__sound_effects_editor_avg_revenue',\n",
       " 'crew__sound__sound_effects_editor_movies_before',\n",
       " 'crew__sound__sound_re_recording_mixer_avg_profit',\n",
       " 'crew__sound__sound_re_recording_mixer_avg_revenue',\n",
       " 'crew__sound__sound_re_recording_mixer_movies_before',\n",
       " 'crew__sound__supervising_sound_editor_avg_profit',\n",
       " 'crew__sound__supervising_sound_editor_avg_revenue',\n",
       " 'crew__sound__supervising_sound_editor_movies_before',\n",
       " 'crew__directing__director_avg_profit',\n",
       " 'crew__directing__director_avg_revenue',\n",
       " 'crew__directing__director_movies_before',\n",
       " 'crew__directing__script_supervisor_avg_profit',\n",
       " 'crew__directing__script_supervisor_avg_revenue',\n",
       " 'crew__directing__script_supervisor_movies_before',\n",
       " 'crew__production__casting_avg_profit',\n",
       " 'crew__production__casting_avg_revenue',\n",
       " 'crew__production__casting_movies_before',\n",
       " 'crew__production__executive_producer_avg_profit',\n",
       " 'crew__production__executive_producer_avg_revenue',\n",
       " 'crew__production__executive_producer_movies_before',\n",
       " 'crew__editing__editor_avg_profit',\n",
       " 'crew__editing__editor_avg_revenue',\n",
       " 'crew__editing__editor_movies_before',\n",
       " 'crew__costume__costume_designer_avg_profit',\n",
       " 'crew__costume__costume_designer_avg_revenue',\n",
       " 'crew__costume__costume_designer_movies_before',\n",
       " 'crew__costume__costume_supervisor_avg_profit',\n",
       " 'crew__costume__costume_supervisor_avg_revenue',\n",
       " 'crew__costume__costume_supervisor_movies_before',\n",
       " 'crew__costume__makeup_artist_avg_profit',\n",
       " 'crew__costume__makeup_artist_avg_revenue',\n",
       " 'crew__costume__makeup_artist_movies_before',\n",
       " 'crew__crew__stunt_coordinator_avg_profit',\n",
       " 'crew__crew__stunt_coordinator_avg_revenue',\n",
       " 'crew__crew__stunt_coordinator_movies_before',\n",
       " 'crew__writing__screenplay_avg_profit',\n",
       " 'crew__writing__screenplay_avg_revenue',\n",
       " 'crew__writing__screenplay_movies_before',\n",
       " 'crew__art__art_direction_avg_profit',\n",
       " 'crew__art__art_direction_avg_revenue',\n",
       " 'crew__art__art_direction_movies_before',\n",
       " 'crew__art__production_design_avg_profit',\n",
       " 'crew__art__production_design_avg_revenue',\n",
       " 'crew__art__production_design_movies_before',\n",
       " 'crew__art__property_master_avg_profit',\n",
       " 'crew__art__property_master_avg_revenue',\n",
       " 'crew__art__property_master_movies_before',\n",
       " 'crew__art__set_decoration_avg_profit',\n",
       " 'crew__art__set_decoration_avg_revenue',\n",
       " 'crew__art__set_decoration_movies_before',\n",
       " 'crew__visualeffects__visual_effects_supervisor_avg_profit',\n",
       " 'crew__visualeffects__visual_effects_supervisor_avg_revenue',\n",
       " 'crew__visualeffects__visual_effects_supervisor_movies_before',\n",
       " 'crew__camera__director_of_photography_avg_profit',\n",
       " 'crew__camera__director_of_photography_avg_revenue',\n",
       " 'crew__camera__director_of_photography_movies_before',\n",
       " 'crew__camera__steadicam_operator_avg_profit',\n",
       " 'crew__camera__steadicam_operator_avg_revenue',\n",
       " 'crew__camera__steadicam_operator_movies_before',\n",
       " 'crew__camera__still_photographer_avg_profit',\n",
       " 'crew__camera__still_photographer_avg_revenue',\n",
       " 'crew__camera__still_photographer_movies_before',\n",
       " 'year_avg_profit',\n",
       " 'year_avg_revenue',\n",
       " 'cast_avg_avg_revenue',\n",
       " 'cast_avg_avg_profit',\n",
       " 'cast_avg_experience']"
      ]
     },
     "metadata": {},
     "execution_count": 75
    }
   ],
   "source": [
    "list(df.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for c in ['budget', 'META__revenue', 'production_company_1_avg_profit', 'cast_1_avg_profit', 'collection_avg_profit', 'crew__directing__director_avg_profit']:\n",
    "    d = df[c].values[~pd.isna(df[c].values)]\n",
    "    if type(d[0]) != str:\n",
    "        lists.append(d)\n",
    "        names.append(c)\n",
    "fig = plt.figure(figsize =(10, 5))\n",
    "plt.boxplot(lists, vert=False, labels=names, whis=[5,95], widths=0.8)\n",
    "plt.title('Box plot examples for columns derived from revenue and budget')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# for c in ['budget', 'runtime', 'competition', 'META__revenue', 'META__profitability', 'META__year_avg_profitability']:\n",
    "for c in Xy.columns:\n",
    "    if np.unique(Xy[c].values).shape[0] > 2:\n",
    "        print_box_plot(Xy[c].values, c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "94\n"
    }
   ],
   "source": [
    "print(len([c for c in Xy.columns if np.unique(Xy[c].values).shape[0] > 2 and not 'gender' in c and not 'day' in c and not 'month' in c and not 'movies_before' in c]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}