Merge branch 'feature/fix_tutorial_notebooks' into dev

Author: maks-sh

notebooks/RetailHero_EN.ipynb

@@ -18,7 +18,7 @@
     "    <b><a href=\"https://github.com/maks-sh/scikit-uplift/\">SCIKIT-UPLIFT REPO</a> | </b>\n",
     "    <b><a href=\"https://scikit-uplift.readthedocs.io/en/latest/\">SCIKIT-UPLIFT DOCS</a></b>\n",
     "    <br>\n",
-    "    <b><a href=\"https://nbviewer.jupyter.org/github/maks-sh/scikit-uplift/blob/master/notebooks/RetailHero.ipynb\">RUSSIAN VERSION</a>\n",
+    "    <b><a href=\"https://nbviewer.jupyter.org/github/maks-sh/scikit-uplift/blob/master/notebooks/RetailHero.ipynb\">RUSSIAN VERSION</a></b>\n",
     "</center>"
    ]
   },

notebooks/pipeline_usage_EN.ipynb

@@ -15,7 +15,7 @@
     "    <b><a href=\"https://github.com/maks-sh/scikit-uplift/\">SCIKIT-UPLIFT REPO</a> | </b>\n",
     "    <b><a href=\"https://scikit-uplift.readthedocs.io/en/latest/\">SCIKIT-UPLIFT DOCS</a></b>\n",
     "    <br>\n",
-    "    <b><a href=\"https://nbviewer.jupyter.org/github/maks-sh/scikit-uplift/blob/master/notebooks/pipeline_usage_RU.ipynb\">RUSSIAN VERSION</a>\n",
+    "    <b><a href=\"https://nbviewer.jupyter.org/github/maks-sh/scikit-uplift/blob/master/notebooks/pipeline_usage_RU.ipynb\">RUSSIAN VERSION</a></b>\n",
     "\n",
     "</center>"
    ]
@@ -56,7 +56,7 @@
    },
    "outputs": [],
    "source": [
-    "!pip install scikit-uplift==0.1.0 xgboost"
+    "!pip install scikit-uplift==0.1.0 xgboost category_encoders"
    ]
   },
   {
@@ -89,10 +89,10 @@
    ],
    "source": [
     "import urllib.request\n",
-    "import pandas as pd; pd.set_option('display.max_columns', None)\n",
+    "import pandas as pd\n",
     "\n",
     "\n",
-    "csv_path = './content/Hilstorm.csv'\n",
+    "csv_path = '/content/Hilstorm.csv'\n",
     "url = 'http://www.minethatdata.com/Kevin_Hillstrom_MineThatData_E-MailAnalytics_DataMiningChallenge_2008.03.20.csv'\n",
     "urllib.request.urlretrieve(url, csv_path)"
    ]
@@ -369,7 +369,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Train pipeline as usual, but adding the treatment column in the step model as a parameter `model__treatment`."
+    "<b>Train pipeline as usual, but adding the treatment column in the step model as a parameter `model__treatment`.</b>"
    ]
   },
   {

notebooks/pipeline_usage_RU.ipynb

@@ -15,7 +15,7 @@
     "    <b><a href=\"https://github.com/maks-sh/scikit-uplift/\">SCIKIT-UPLIFT REPO</a> | </b>\n",
     "    <b><a href=\"https://scikit-uplift.readthedocs.io/en/latest/\">SCIKIT-UPLIFT DOCS</a></b>\n",
     "    <br>\n",
-    "    <b><a href=\"https://nbviewer.jupyter.org/github/maks-sh/scikit-uplift/blob/master/notebooks/pipeline_usage_EN.ipynb\">ENGLISH VERSION</a>\n",
+    "    <b><a href=\"https://nbviewer.jupyter.org/github/maks-sh/scikit-uplift/blob/master/notebooks/pipeline_usage_EN.ipynb\">ENGLISH VERSION</a></b>\n",
     "\n",
     "</center>"
    ]
@@ -50,7 +50,7 @@
    },
    "outputs": [],
    "source": [
-    "!pip install scikit-uplift==0.1.0 xgboost"
+    "!pip install scikit-uplift==0.1.0 xgboost category_encoders"
    ]
   },
   {
@@ -91,7 +91,7 @@
     "import pandas as pd\n",
     "\n",
     "\n",
-    "csv_path = './content/Hilstorm.csv'\n",
+    "csv_path = '/content/Hilstorm.csv'\n",
     "url = 'http://www.minethatdata.com/Kevin_Hillstrom_MineThatData_E-MailAnalytics_DataMiningChallenge_2008.03.20.csv'\n",
     "urllib.request.urlretrieve(url, csv_path)"
    ]
@@ -373,7 +373,7 @@
     }
    },
    "source": [
-    "Обучать pipeline будем как обычно, но колонку treatment добавим как параметр шага model: `model__treatment`."
+    "<b>Обучать pipeline будем как обычно, но колонку treatment добавим как параметр шага model: `model__treatment`.</b>"
    ]
   },
   {