"],"text/plain":[" itemid ... genres\n","0 1 ... Adventure|Animation|Children|Comedy|Fantasy\n","1 2 ... Adventure|Children|Fantasy\n","2 3 ... Comedy|Romance\n","3 4 ... Comedy|Drama|Romance\n","4 5 ... Comedy\n","\n","[5 rows x 3 columns]"]},"metadata":{},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"Fg-adKwlmk7E"},"source":["### Histogram of ratings"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":302},"id":"4rkLuGshmh4f","executionInfo":{"status":"ok","timestamp":1638020164411,"user_tz":-330,"elapsed":459,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"7a47e222-ae5f-4e80-c0d8-f6a63e1201d5"},"source":["ratings.groupby('rating').size().plot(kind='bar')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":9},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYMAAAEMCAYAAAAmgtofAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAUxUlEQVR4nO3df6zd9X3f8ecLA1kSkmKK5zq2qVnjrnW6zCGOjZRqIU0HNmQzaTMEk4KXsThVQYEtq+JkldwmRaKr2khIgOYMB9CaOCwtww0mrufRVFlmsAEX8yMUD8ywa8CJ+ZGWKhnJe3+cz11Ozb329f3xPcfc50M6ut/z/v56n3PvOa/7/XVOqgpJ0sx20qAbkCQNnmEgSTIMJEmGgSQJw0CSBJw86AYm6swzz6xFixYNug1JOqHcf//936mqOUfWT9gwWLRoEbt27Rp0G5J0Qkny9Gh1dxNJkgwDSZJhIEnCMJAkYRhIkjAMJEkYBpIkDANJEoaBJIkT+ApkSSe+RevumvQy9l130RR0IrcMJEmGgSTJMJAkYRhIkjAMJEkYBpIkDANJEoaBJAnDQJKEYSBJYhxhkGRhknuSPJrkkSRXt/pvJTmQZHe7Xdg3z6eT7E3yeJIL+uorW21vknV99bOT3NvqX0ly6lQ/UEnS2MazZfAq8MmqWgKcC1yZZEkb9/mqWtpuWwDauEuBdwArgRuTzEoyC7gBWAUsAS7rW87vtmW9HXgBuGKKHp8kaRyOGQZVdbCqHmjD3wMeA+YfZZbVwKaq+n5VPQXsBZa3296qerKqfgBsAlYnCfBLwFfb/LcCF0/0AUmSjt9xHTNIsgh4F3BvK12V5KEkG5PMbrX5wDN9s+1vtbHqPwm8WFWvHlEfbf1rk+xKsuvQoUPH07ok6SjGHQZJTgP+CLimql4GbgJ+BlgKHAR+f1o67FNVG6pqWVUtmzNnznSvTpJmjHF9n0GSU+gFwR9W1R8DVNVzfeO/AHyt3T0ALOybfUGrMUb9u8DpSU5uWwf900uSOjCes4kC3Aw8VlV/0Fef1zfZh4CH2/Bm4NIkb0hyNrAYuA/YCSxuZw6dSu8g8+aqKuAe4MNt/jXAnZN7WJKk4zGeLYP3Ah8B9iTZ3WqfoXc20FKggH3AxwGq6pEktwOP0jsT6cqq+iFAkquArcAsYGNVPdKW9ylgU5LfAR6kFz6SpI4cMwyq6ptARhm15SjzXAtcO0p9y2jzVdWT9M42kiQNgFcgS5IMA0mSYSBJwjCQJGEYSJIwDCRJGAaSJAwDSRKGgSQJw0CShGEgScIwkCRhGEiSMAwkSRgGkiQMA0kShoEkCcNAkoRhIEnCMJAkYRhIkjAMJEkYBpIkDANJEoaBJAnDQJKEYSBJwjCQJGEYSJIYRxgkWZjkniSPJnkkydWtfkaSbUmeaD9nt3qSXJ9kb5KHkpzTt6w1bfonkqzpq787yZ42z/VJMh0PVpI0uvFsGbwKfLKqlgDnAlcmWQKsA7ZX1WJge7sPsApY3G5rgZugFx7AemAFsBxYPxIgbZqP9c23cvIPTZI0XscMg6o6WFUPtOHvAY8B84HVwK1tsluBi9vwauC26tkBnJ5kHnABsK2qDlfVC8A2YGUb99aq2lFVBdzWtyxJUgdOPp6JkywC3gXcC8ytqoNt1LPA3DY8H3imb7b9rXa0+v5R6qOtfy29rQ3OOuus42ldGhqL1t016WXsu+6iKehE+rFxH0BOchrwR8A1VfVy/7j2H31NcW+vUVUbqmpZVS2bM2fOdK9OkmaMcYVBklPoBcEfVtUft/JzbRcP7efzrX4AWNg3+4JWO1p9wSh1SVJHxnM2UYCbgceq6g/6Rm0GRs4IWgPc2Ve/vJ1VdC7wUtudtBU4P8nsduD4fGBrG/dyknPbui7vW5YkqQPjOWbwXuAjwJ4ku1vtM8B1wO1JrgCeBi5p47YAFwJ7gVeAjwJU1eEknwN2tuk+W1WH2/CvA7cAbwTubjdJUkeOGQZV9U1grPP+PzDK9AVcOcayNgIbR6nvAn7hWL1IkqaHVyBLkgwDSZJhIEnCMJAkYRhIkjAMJEkYBpIkDANJEoaBJAnDQJKEYSBJwjCQJGEYSJIwDCRJGAaSJAwDSRKGgSQJw0CShGEgScIwkCRhGEiSMAwkSRgGkiQMA0kShoEkCcNAkoRhIEnCMJAkYRhIkjAMJEmMIwySbEzyfJKH+2q/leRAkt3tdmHfuE8n2Zvk8SQX9NVXttreJOv66mcnubfVv5Lk1Kl8gJKkYxvPlsEtwMpR6p+vqqXttgUgyRLgUuAdbZ4bk8xKMgu4AVgFLAEua9MC/G5b1tuBF4ArJvOAJEnH75hhUFV/Dhwe5/JWA5uq6vtV9RSwF1jebnur6smq+gGwCVidJMAvAV9t898KXHycj0GSNEmTOWZwVZKH2m6k2a02H3imb5r9rTZW/SeBF6vq1SPqo0qyNsmuJLsOHTo0idYlSf0mGgY3AT8DLAUOAr8/ZR0dRVVtqKplVbVszpw5XaxSkmaEkycyU1U9NzKc5AvA19rdA8DCvkkXtBpj1L8LnJ7k5LZ10D+9JKkjE9oySDKv7+6HgJEzjTYDlyZ5Q5KzgcXAfcBOYHE7c+hUegeZN1dVAfcAH27zrwHunEhPkqSJO+aWQZIvA+cBZybZD6wHzkuyFChgH/BxgKp6JMntwKPAq8CVVfXDtpyrgK3ALGBjVT3SVvEpYFOS3wEeBG6eskcnSRqXY4ZBVV02SnnMN+yquha4dpT6FmDLKPUn6Z1tJEkaEK9AliQZBpIkw0CShGEgScIwkCRhGEiSMAwkSRgGkiQm+NlEkk58i9bdNell7LvuoinoRDD434dbBpIkw0CSZBhIkjAMJEkYBpIkDANJEoaBJAnDQJKEYSBJwjCQJGEYSJIwDCRJGAaSJAwDSRKGgSQJw0CShGEgScIwkCRhGEiSMAwkSYwjDJJsTPJ8kof7amck2ZbkifZzdqsnyfVJ9iZ5KMk5ffOsadM/kWRNX/3dSfa0ea5Pkql+kJKkoxvPlsEtwMojauuA7VW1GNje7gOsAha321rgJuiFB7AeWAEsB9aPBEib5mN98x25LknSNDtmGFTVnwOHjyivBm5tw7cCF/fVb6ueHcDpSeYBFwDbqupwVb0AbANWtnFvraodVVXAbX3LkiR1ZKLHDOZW1cE2/Cwwtw3PB57pm25/qx2tvn+UuiSpQ5M+gNz+o68p6OWYkqxNsivJrkOHDnWxSkmaESYaBs+1XTy0n8+3+gFgYd90C1rtaPUFo9RHVVUbqmpZVS2bM2fOBFuXJB1pomGwGRg5I2gNcGdf/fJ2VtG5wEttd9JW4Pwks9uB4/OBrW3cy0nObWcRXd63LElSR04+1gRJvgycB5yZZD+9s4KuA25PcgXwNHBJm3wLcCGwF3gF+ChAVR1O8jlgZ5vus1U1clD61+mdsfRG4O52kyR16JhhUFWXjTHqA6NMW8CVYyxnI7BxlPou4BeO1Yckafp4BbIkyTCQJBkGkiQMA0kShoEkCcNAksQ4Ti2VpNe7RevumvQy9l130RR0MjhuGUiSDANJkmEgScIwkCRhGEiSMAwkSXhqqTo02dP3TvRT96Rh5paBJMkwkCQZBpIkDANJEoaBJAnDQJKEYSBJwjCQJGEYSJIwDCRJGAaSJAwDSRKGgSQJw0CShGEgScLvM9AMM9nvVAC/V0GvT5PaMkiyL8meJLuT7Gq1M5JsS/JE+zm71ZPk+iR7kzyU5Jy+5axp0z+RZM3kHpIk6XhNxW6i91fV0qpa1u6vA7ZX1WJge7sPsApY3G5rgZugFx7AemAFsBxYPxIgkqRuTMcxg9XArW34VuDivvpt1bMDOD3JPOACYFtVHa6qF4BtwMpp6EuSNIbJhkEBf5rk/iRrW21uVR1sw88Cc9vwfOCZvnn3t9pY9ddIsjbJriS7Dh06NMnWJUkjJnsA+Rer6kCSvw9sS/Lt/pFVVUlqkuvoX94GYAPAsmXLpmy5kjTTTWrLoKoOtJ/PA3fQ2+f/XNv9Q/v5fJv8ALCwb/YFrTZWXZLUkQmHQZI3J3nLyDBwPvAwsBkYOSNoDXBnG94MXN7OKjoXeKntTtoKnJ9kdjtwfH6rSZI6MpndRHOBO5KMLOdLVfX1JDuB25NcATwNXNKm3wJcCOwFXgE+ClBVh5N8DtjZpvtsVR2eRF+SpOM04TCoqieBfzxK/bvAB0apF3DlGMvaCGycaC+SpMnx4ygkSYaBJMkwkCRhGEiSMAwkSRgGkiQMA0kShoEkCcNAkoRhIEnCMJAkMfnvM9AxTPYL2P3ydUldcMtAkmQYSJIMA0kShoEkCcNAkoRhIEnCMJAk4XUGM8Jkr3UAr3eQXu/cMpAkGQaSpNfxbiJ3jUjS+LllIEkyDCRJhoEkCcNAkoRhIEnCMJAkYRhIkhiiMEiyMsnjSfYmWTfofiRpJhmKMEgyC7gBWAUsAS5LsmSwXUnSzDEUYQAsB/ZW1ZNV9QNgE7B6wD1J0oyRqhp0DyT5MLCyqv5Nu/8RYEVVXXXEdGuBte3uPwQen8RqzwS+M4n5p8ow9DEMPcBw9DEMPcBw9DEMPcBw9DEMPcDU9PHTVTXnyOIJ9dlEVbUB2DAVy0qyq6qWTcWyTvQ+hqGHYeljGHoYlj6GoYdh6WMYepjuPoZlN9EBYGHf/QWtJknqwLCEwU5gcZKzk5wKXApsHnBPkjRjDMVuoqp6NclVwFZgFrCxqh6Z5tVOye6mKTAMfQxDDzAcfQxDDzAcfQxDDzAcfQxDDzCNfQzFAWRJ0mANy24iSdIAGQaSJMNAkmQYSEMlyRlJzhh0H4Pm89A9w0ADlWRuknPabe4Q9NP5G1CSs5JsSnIIuBe4L8nzrbao634GxedhdF29RmZEGCT5133DC5JsT/Jikm8l+dkB9DNUb4DQ/ZtgkqVJdgB/BvzHdvtGkh1Jzumoh9/sG16S5C+B+5PsS7Kiix6arwB3AD9VVYur6u3APOC/0fucrmk3JK+RgT8PMDTPRfevkap63d+AB/qGb6f3+UYnAR8CtnfYx1JgB/AY8N/b7dutdk6Hffxm3/AS4C+Bp4B99D4Tqosedo+2LuBc4C8G8HdxF7CqDS8HvtXh7+OJiYybxudiIK+RYXgehuW5aOvu9DUyI7YMjvCzVbWhqn5UVXcAXf5HfAtwdVX9fFX9crv9HHAN8MUO+/iVvuHfaz2dDVwCfL6jHt5cVfceWayqHcCbO+qh39uq6u7Ww33AGztc9/1JbkyyIsnb2m1FkhuBBzvsY8SgXiPD9jzAYN8vOn2NDMUVyB1YkOR6IMCcJKdU1f9t407psI8xf7lJBvEGCEe8CSbp6k3w7iR3AbcBz7TaQuBy4Osd9fAPkmym93exIMmbquqVNq7Lv4vLgSuA3wbmt9p+4E+AmzvqYRheI8PwPMBwPBfQ8WtkpoTBb/QN7wJOA15I8lN0+xlIw/AGCEPwJlhVn0iyit73Voy88A8AN1TVli564LXfmXES9I7pADd11APV+w6Pm7pc5ygG/hoZkucBhuC5gO5fI34cRcfG+OVu7vANkCTvO6J0f1X9dXsT/HBV3dBVLzq6JB+sqq8Nuo9B83mYfjPxmMHfkeSDXa6vqu6uql+rqn/Wbr/WZRC0Hr5xxO2vW/25YQiC9iVGM76H5j2DbqDr18gYBv48wNA8F9Py9znjw4Dh+SMbijefIekjg26AjntIsjzJe9rwkiT/LsmFVbW+yz7GMLDXSJLbAIbkeYAheb9gGv4+Z8oxA5L8HKPvnhmWP7JheAOEDvtov5P5wL0jWyfN0zOsh/XAKuDkJNuAFcA9wLok76qqazvqYzlQVbUzyRJgJfDtrl4j7TjW3ykB709yOr3G/nkXfYwmyW1Vdfkg3y+S/CK9054frqr/NOXLnwnHDJJ8CriM3oUr+1t5Ab0v0dlUVdcNqrcRST5aVV2eXjrQPpJ8AriS3jUXS+md3npnG/dAVU37hWfD0ENb1562/jcAzwILqurldmbXvVX1zg56+P+BBPQH0j8FtnYRSEkeAB4F/jNQ9MLgy/Rep1TVN6a7h9bHqKEE/I/WRyehlOS+qlrehj9G72/1DuB84E+m/H1rui6YGKYbvYuqThmlfiodXsxyjB7/z6B76LIPYA9wWhteRO+sjavb/QdnSg9HruvI9QK7O3wuZgFvAl4G3trqbwQe6qiHk4B/Sy+Mlrbak139Hvr6eAD4L8B5wPvaz4Nt+H0D+rvYCcxpw28G9kz1+mbKbqIfAW/jtZv+89q4TiR5aKxRQGcfSzEkfZxUPz5wvS/JecBXk/w03e2qGoYeAH7Qd3rvu0eKSX6C7v4+X62qHwKvJPnfVfUyQFX9bZJOeqiqHwGfT/Jf28/nGMyu7GXA1cB/AH6jqnYn+dvqaMukz0lJZtMLyVTVIYCq+pskr071ymZKGFwDbE/yBD8+v/8s4O3AVR32MRe4AHjhiHqAb82wPp5LsrSqdgNU79TWDwIbgX80g3oA+CdV9f3WQ/8b7ynAmo56GIZAAqCq9gP/IslF9LZSOjVEofQTwP30XpeVZF5VHUxyGtPwz8qMOGYAkOQkegdf+g8g72z/DXXVw83AF6vqm6OM+1JV/cuZ0keSBfT+G312lHHvrar/ORN6GBZJ3jASSEfUzwTmVdWeAbQ1FFoovbeqPjPoXgCSvAmYW1VPTelyZ0oYSJLG5nUGkiTDQJJkGEiTluSath935P6WkQulpBOFxwykcUgSeq+X15xZk2QfsKyqvtN5Y9IUcctAGkOSRUkeb5+P8zBwc5JdSR5J8tttmk/Qu4blniT3tNq+JGe2+R9L8oU2z5+OfF9EkvckeSjJ7iS/l+ThQT1OCQwD6VgWAzdW1TuAT1bVMuCdwPuSvLOqrgf+Cnh/Vb1/jPlvaPO/CPxqq38R+HhVLQU6O71ZGothIB3d09X7mkGAS9rn5zwIvIPe90cfy1MjF7XRu4BoUTue8Jaq+l+t/qUp7ViagJlyBbI0UX8DkORs4N8D76mqF5LcAvy9cczffyHXD+n2u5WlcXPLQBqft9ILhpfaN8Kt6hv3PeAt411QVb0IfC/Jila6dMq6lCbILQNpHKrqL5I8CHyb3udb9X9UxQbg60n+aozjBqO5AvhC+xC4bwAvTWnD0nHy1FJpAJKcNvKJqUnW0fv8n6sH3JZmMLcMpMG4KMmn6b0Gnwb+1WDb0UznloEkyQPIkiTDQJKEYSBJwjCQJGEYSJKA/wdY4eWv4Qbq3gAAAABJRU5ErkJggg==\n","text/plain":[""]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"UagZLtohnCZk"},"source":["Ratings range from 0.5 to 5.0, with a step of 0.5. The above histogram presents the repartition of ratings in the dataset. the two most commun ratings are 4.0 and 3.0 and the less commun ratings are 0.5 and 1.5"]},{"cell_type":"markdown","metadata":{"id":"mETzLloMnILq"},"source":["### Average ratings of movies"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":709},"id":"ErMA0yq4nKm-","executionInfo":{"status":"ok","timestamp":1638020205305,"user_tz":-330,"elapsed":2069,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"2eba456c-afad-4648-fd7f-5e4eb3b5654a"},"source":["movie_means = ratings.join(movies['title'], on='itemid').groupby('title').rating.mean()\n","movie_means[:50].plot(kind='bar', grid=True, figsize=(16,6), title=\"mean ratings of 50 movies\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":10},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"9dqn7DONnL9I"},"source":["### 30 most rated movies vs. 30 less rated movies"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":716},"id":"FuvgqaQonOj8","executionInfo":{"status":"ok","timestamp":1638020221784,"user_tz":-330,"elapsed":2257,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"d276f277-30df-46fd-ece5-e409a38c397e"},"source":["fig, (ax1, ax2) = plt.subplots(ncols=2, figsize=(16,4), sharey=True)\n","movie_means.nlargest(30).plot(kind='bar', ax=ax1, title=\"Top 30 movies in data set\")\n","movie_means.nsmallest(30).plot(kind='bar', ax=ax2, title=\"Bottom 30 movies in data set\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":11},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"iiUICv1NnVg3"},"source":["---"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"G09AvueCnVg6","executionInfo":{"status":"ok","timestamp":1638020261393,"user_tz":-330,"elapsed":3500,"user":{"displayName":"Sparsh Agarwal","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13037694610922482904"}},"outputId":"d1d362f3-3aae-4f91-8ce5-43ba0260c944"},"source":["!pip install -q watermark\n","%reload_ext watermark\n","%watermark -a \"Sparsh A.\" -m -iv -u -t -d"],"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Author: Sparsh A.\n","\n","Last updated: 2021-11-27 13:37:40\n","\n","Compiler : GCC 7.5.0\n","OS : Linux\n","Release : 5.4.104+\n","Machine : x86_64\n","Processor : x86_64\n","CPU cores : 2\n","Architecture: 64bit\n","\n","sys : 3.7.12 (default, Sep 10 2021, 00:21:48) \n","[GCC 7.5.0]\n","pandas : 1.1.5\n","IPython : 5.5.0\n","matplotlib: 3.2.2\n","\n"]}]},{"cell_type":"markdown","metadata":{"id":"fJf0Yn5YnVg7"},"source":["---"]},{"cell_type":"markdown","metadata":{"id":"zwp2fxcunVg7"},"source":["**END**"]}]}