Section 9-53 Python for Data Visualization - Seaborn - Style and Color.ipynb

{
 "cells":[
  {
   "cell_type":"code",
   "source":[
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "tips = sns.load_dataset('tips')\n",
    "tips.head()"
   ],
   "execution_count":25,
   "outputs":[
    {
     "data":{
      "text\/html":[
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "<\/style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th><\/th>\n",
       "      <th>total_bill<\/th>\n",
       "      <th>tip<\/th>\n",
       "      <th>sex<\/th>\n",
       "      <th>smoker<\/th>\n",
       "      <th>day<\/th>\n",
       "      <th>time<\/th>\n",
       "      <th>size<\/th>\n",
       "    <\/tr>\n",
       "  <\/thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0<\/th>\n",
       "      <td>16.99<\/td>\n",
       "      <td>1.01<\/td>\n",
       "      <td>Female<\/td>\n",
       "      <td>No<\/td>\n",
       "      <td>Sun<\/td>\n",
       "      <td>Dinner<\/td>\n",
       "      <td>2<\/td>\n",
       "    <\/tr>\n",
       "    <tr>\n",
       "      <th>1<\/th>\n",
       "      <td>10.34<\/td>\n",
       "      <td>1.66<\/td>\n",
       "      <td>Male<\/td>\n",
       "      <td>No<\/td>\n",
       "      <td>Sun<\/td>\n",
       "      <td>Dinner<\/td>\n",
       "      <td>3<\/td>\n",
       "    <\/tr>\n",
       "    <tr>\n",
       "      <th>2<\/th>\n",
       "      <td>21.01<\/td>\n",
       "      <td>3.50<\/td>\n",
       "      <td>Male<\/td>\n",
       "      <td>No<\/td>\n",
       "      <td>Sun<\/td>\n",
       "      <td>Dinner<\/td>\n",
       "      <td>3<\/td>\n",
       "    <\/tr>\n",
       "    <tr>\n",
       "      <th>3<\/th>\n",
       "      <td>23.68<\/td>\n",
       "      <td>3.31<\/td>\n",
       "      <td>Male<\/td>\n",
       "      <td>No<\/td>\n",
       "      <td>Sun<\/td>\n",
       "      <td>Dinner<\/td>\n",
       "      <td>2<\/td>\n",
       "    <\/tr>\n",
       "    <tr>\n",
       "      <th>4<\/th>\n",
       "      <td>24.59<\/td>\n",
       "      <td>3.61<\/td>\n",
       "      <td>Female<\/td>\n",
       "      <td>No<\/td>\n",
       "      <td>Sun<\/td>\n",
       "      <td>Dinner<\/td>\n",
       "      <td>4<\/td>\n",
       "    <\/tr>\n",
       "  <\/tbody>\n",
       "<\/table>\n",
       "<\/div>"
      ]
     },
     "metadata":{
      
     },
     "output_type":"display_data"
    }
   ],
   "metadata":{
    "datalore":{
     "node_id":"IyxFbQztK4nuRyHT2b1xW8",
     "type":"CODE",
     "hide_input_from_viewers":true,
     "hide_output_from_viewers":true
    }
   }
  },
  {
   "cell_type":"code",
   "source":[
    "sns.set_style('white')\n",
    "sns.countplot(x='sex', data=tips)"
   ],
   "execution_count":26,
   "outputs":[
    {
     "data":{
      "text\/plain":[
       "<AxesSubplot:xlabel='sex', ylabel='count'>"
      ]
     },
     "metadata":{
      
     },
     "output_type":"display_data"
    },
    {
     "data":{
      "image\/png":[
       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      ]
     },
     "metadata":{
      "image\/png":{
       
      }
     },
     "output_type":"display_data"
    }
   ],
   "metadata":{
    "datalore":{
     "node_id":"TxXFZA5sOcJSdoCLg8lYni",
     "type":"CODE",
     "hide_input_from_viewers":true,
     "hide_output_from_viewers":true
    }
   }
  },
  {
   "cell_type":"code",
   "source":[
    "sns.set_style('ticks')\n",
    "sns.countplot(x='sex', data=tips)"
   ],
   "execution_count":27,
   "outputs":[
    {
     "data":{
      "text\/plain":[
       "<AxesSubplot:xlabel='sex', ylabel='count'>"
      ]
     },
     "metadata":{
      
     },
     "output_type":"display_data"
    },
    {
     "data":{
      "image\/png":[
       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\n"
      ]
     },
     "metadata":{
      "image\/png":{
       
      }
     },
     "output_type":"display_data"
    }
   ],
   "metadata":{
    "datalore":{
     "node_id":"xSH4Y5p8V1dovDXSI7zwnj",
     "type":"CODE",
     "hide_input_from_viewers":true,
     "hide_output_from_viewers":true
    }
   }
  },
  {
   "cell_type":"code",
   "source":[
    "sns.set_style('darkgrid')\n",
    "sns.countplot(x='sex', data=tips)"
   ],
   "execution_count":28,
   "outputs":[
    {
     "data":{
      "text\/plain":[
       "<AxesSubplot:xlabel='sex', ylabel='count'>"
      ]
     },
     "metadata":{
      
     },
     "output_type":"display_data"
    },
    {
     "data":{
      "image\/png":[
       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\n"
      ]
     },
     "metadata":{
      "image\/png":{
       
      }
     },
     "output_type":"display_data"
    }
   ],
   "metadata":{
    "datalore":{
     "node_id":"HZh2KnfcHjR37ZlsvTs7Qg",
     "type":"CODE",
     "hide_input_from_viewers":true,
     "hide_output_from_viewers":true
    }
   }
  },
  {
   "cell_type":"code",
   "source":[
    "sns.set_style('whitegrid')\n",
    "sns.countplot(x='sex', data=tips)"
   ],
   "execution_count":29,
   "outputs":[
    {
     "data":{
      "text\/plain":[
       "<AxesSubplot:xlabel='sex', ylabel='count'>"
      ]
     },
     "metadata":{
      
     },
     "output_type":"display_data"
    },
    {
     "data":{
      "image\/png":[
       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\n"
      ]
     },
     "metadata":{
      "image\/png":{
       
      }
     },
     "output_type":"display_data"
    }
   ],
   "metadata":{
    "datalore":{
     "node_id":"aseAwpJLt5tGBqHvQR1oh3",
     "type":"CODE",
     "hide_input_from_viewers":true,
     "hide_output_from_viewers":true
    }
   }
  },
  {
   "cell_type":"code",
   "source":[
    "sns.set_style('ticks')\n",
    "sns.countplot(x='sex', data=tips)\n",
    "sns.despine(left=True, bottom=True)"
   ],
   "execution_count":30,
   "outputs":[
    {
     "data":{
      "image\/png":[
       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\n"
      ]
     },
     "metadata":{
      "image\/png":{
       
      }
     },
     "output_type":"display_data"
    }
   ],
   "metadata":{
    "datalore":{
     "node_id":"IK4qogBLZs8IErdtYMxHJn",
     "type":"CODE",
     "hide_input_from_viewers":true,
     "hide_output_from_viewers":true
    }
   }
  },
  {
   "cell_type":"code",
   "source":[
    "plt.figure(figsize=(12,3))\n",
    "sns.countplot(x='sex', data=tips)"
   ],
   "execution_count":31,
   "outputs":[
    {
     "data":{
      "text\/plain":[
       "<AxesSubplot:xlabel='sex', ylabel='count'>"
      ]
     },
     "metadata":{
      
     },
     "output_type":"display_data"
    },
    {
     "data":{
      "image\/png":[
       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\n"
      ]
     },
     "metadata":{
      "image\/png":{
       
      }
     },
     "output_type":"display_data"
    }
   ],
   "metadata":{
    "datalore":{
     "node_id":"PBNcVxe0ir0oXwtSgxitAX",
     "type":"CODE",
     "hide_input_from_viewers":true,
     "hide_output_from_viewers":true
    }
   }
  },
  {
   "cell_type":"code",
   "source":[
    "sns.set_context(context='poster', font_scale=2)\n",
    "sns.countplot(x='sex', data=tips)"
   ],
   "execution_count":32,
   "outputs":[
    {
     "data":{
      "text\/plain":[
       "<AxesSubplot:xlabel='sex', ylabel='count'>"
      ]
     },
     "metadata":{
      
     },
     "output_type":"display_data"
    },
    {
     "data":{
      "image\/png":[
       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\n"
      ]
     },
     "metadata":{
      "image\/png":{
       
      }
     },
     "output_type":"display_data"
    }
   ],
   "metadata":{
    "datalore":{
     "node_id":"bREfNN8yfLN1AnDtzEVC3B",
     "type":"CODE",
     "hide_input_from_viewers":true,
     "hide_output_from_viewers":true
    }
   }
  },
  {
   "cell_type":"code",
   "source":[
    "sns.set_context(context='notebook', font_scale=1)\n",
    "sns.countplot(x='sex', data=tips)"
   ],
   "execution_count":33,
   "outputs":[
    {
     "data":{
      "text\/plain":[
       "<AxesSubplot:xlabel='sex', ylabel='count'>"
      ]
     },
     "metadata":{
      
     },
     "output_type":"display_data"
    },
    {
     "data":{
      "image\/png":[
       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\n"
      ]
     },
     "metadata":{
      "image\/png":{
       
      }
     },
     "output_type":"display_data"
    }
   ],
   "metadata":{
    "datalore":{
     "node_id":"W2dt8PoJzIz09uaASgUPoT",
     "type":"CODE",
     "hide_input_from_viewers":true,
     "hide_output_from_viewers":true
    }
   }
  },
  {
   "cell_type":"code",
   "source":[
    "sns.lmplot(x='total_bill', y='tip', data=tips, hue='sex', palette='seismic')"
   ],
   "execution_count":34,
   "outputs":[
    {
     "data":{
      "text\/plain":[
       "<seaborn.axisgrid.FacetGrid at 0x7f8c81475640>"
      ]
     },
     "metadata":{
      
     },
     "output_type":"display_data"
    },
    {
     "data":{
      "image\/png":[
       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      ]
     },
     "metadata":{
      "image\/png":{
       
      }
     },
     "output_type":"display_data"
    }
   ],
   "metadata":{
    "datalore":{
     "node_id":"yopqT9LyMHUQVh7Cb8jvdv",
     "type":"CODE",
     "hide_input_from_viewers":true,
     "hide_output_from_viewers":true
    }
   }
  },
  {
   "cell_type":"code",
   "source":[
    
   ],
   "execution_count":null,
   "outputs":[
    
   ],
   "metadata":{
    "datalore":{
     "node_id":"tI0bj0zHFbXRFJCqDLq0GH",
     "type":"CODE",
     "hide_input_from_viewers":true,
     "hide_output_from_viewers":true
    }
   }
  }
 ],
 "metadata":{
  "kernelspec":{
   "display_name":"Python",
   "language":"python",
   "name":"python"
  },
  "datalore":{
   "computation_mode":"JUPYTER",
   "package_manager":"pip",
   "base_environment":"default",
   "packages":[
    
   ],
   "report_row_ids":[
    
   ],
   "version":3
  }
 },
 "nbformat":4,
 "nbformat_minor":4
}