diff --git "a/src/test.ipynb" "b/src/test.ipynb"
--- "a/src/test.ipynb"
+++ "b/src/test.ipynb"
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 54,
    "metadata": {
     "collapsed": true,
     "pycharm": {
@@ -19,7 +19,8 @@
     "from sklift.viz import plot_uplift_preds\n",
     "from sklift.models import SoloModel\n",
     "from catboost import CatBoostClassifier\n",
-    "from category_encoders import CatBoostEncoder"
+    "from category_encoders import CatBoostEncoder\n",
+    "import pickle"
    ]
   },
   {
@@ -108,12 +109,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 86,
    "outputs": [
     {
      "data": {
       "text/plain": "<Figure size 1440x504 with 3 Axes>",
-      "image/png": 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\n"
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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -122,15 +123,13 @@
     }
    ],
    "source": [
-    "# cbr = CatBoostClassifier(iterations=500, task_type=\"GPU\", random_state=42, silent=True)\n",
-    "cbr = CatBoostClassifier()\n",
-    "cbr.load_model('sm_cbc.cbm')\n",
+    "cbr = CatBoostClassifier(iterations=500, task_type=\"GPU\", random_state=42, silent=True)\n",
+    "\n",
     "sm = SoloModel(cbr)\n",
-    "# sm.estimator.load_model('model.cbm')\n",
-    "# sm = sm.fit(data_train, treatment_train, target_train, estimator_fit_params={'cat_features': ['womens', 'mens','channel', 'zip_code', 'history_segment', 'newbie']})\n",
+    "sm.fit(data_train, treatment_train, target_train, estimator_fit_params={'cat_features': ['womens', 'mens','channel', 'zip_code', 'history_segment', 'newbie']})\n",
     "\n",
     "uplift_sm = sm.predict(data_test)\n",
-    "\n",
+    "pd.Series(uplift_sm, index=data_test.index).to_csv('sm_cbc.csv')\n",
     "sm_score = uplift_at_k(y_true=target_test, uplift=uplift_sm, treatment=treatment_test, strategy='by_group', k=0.3)\n",
     "\n",
     "models_results['approach'].append('SoloModel')\n",
@@ -151,20 +150,6 @@
     }
    }
   },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "outputs": [],
-   "source": [
-    "sm.estimator.save_model('models/sm_cbc.cbm')"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   }
-  },
   {
    "cell_type": "code",
    "execution_count": 31,
@@ -251,7 +236,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 87,
    "outputs": [],
    "source": [
     "from sklift.models import ClassTransformation\n",
@@ -261,7 +246,7 @@
     "ct.fit(data_train, target_train, treatment_train, estimator_fit_params={'cat_features': ['womens', 'mens','channel', 'zip_code', 'history_segment', 'newbie']})\n",
     "\n",
     "uplift_ct = ct.predict(data_test)\n",
-    "\n",
+    "pd.Series(uplift_ct, index=data_test.index).to_csv('ct_cbc.csv')\n",
     "ct_score = uplift_at_k(y_true=target_test, uplift=uplift_ct, treatment=treatment_test, strategy='by_group', k=0.3)\n",
     "\n",
     "models_results['approach'].append('ClassTransformation')\n",
@@ -302,12 +287,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 88,
    "outputs": [
     {
      "data": {
       "text/plain": "<Figure size 1440x504 with 3 Axes>",
-      "image/png": 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\n"
+      "image/png": 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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -318,7 +303,6 @@
    "source": [
     "from sklift.models import TwoModels\n",
     "\n",
-    "\n",
     "tm = TwoModels(\n",
     "    estimator_trmnt=CatBoostClassifier(iterations=500, task_type='GPU', random_state=42, silent=True),\n",
     "    estimator_ctrl=CatBoostClassifier(iterations=500, task_type='GPU', random_state=42, silent=True),\n",
@@ -331,6 +315,7 @@
     ")\n",
     "\n",
     "uplift_tm = tm.predict(data_test)\n",
+    "pd.Series(uplift_tm, index=data_test.index).to_csv('tm_independend_cbc.csv')\n",
     "\n",
     "tm_score = uplift_at_k(y_true=target_test, uplift=uplift_tm, treatment=treatment_test, strategy='by_group', k=0.3)\n",
     "\n",
@@ -375,12 +360,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 89,
    "outputs": [
     {
      "data": {
       "text/plain": "<Figure size 1440x504 with 3 Axes>",
-      "image/png": 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\n"
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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -402,6 +387,7 @@
     ")\n",
     "\n",
     "uplift_tm_ctrl = tm_ctrl.predict(data_test)\n",
+    "pd.Series(uplift_tm_ctrl, index=data_test.index).to_csv('tm_dependend_cbc.csv')\n",
     "\n",
     "tm_ctrl_score = uplift_at_k(y_true=target_test, uplift=uplift_tm_ctrl, treatment=treatment_test, strategy='by_group', k=0.3)\n",
     "\n",
@@ -417,6 +403,44 @@
     }
    }
   },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "outputs": [
+    {
+     "data": {
+      "text/plain": "       Unnamed: 0         0\n0           44164  0.034348\n1           56555  0.044075\n2             434  0.047825\n3           31278  0.064600\n4           17464  0.032285\n...           ...       ...\n21342       16804  0.076078\n21343       55206  0.009654\n21344        1288  0.068835\n21345       42903  0.018540\n21346       39709  0.028321\n\n[21347 rows x 2 columns]",
+      "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>Unnamed: 0</th>\n      <th>0</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>44164</td>\n      <td>0.034348</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>56555</td>\n      <td>0.044075</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>434</td>\n      <td>0.047825</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>31278</td>\n      <td>0.064600</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>17464</td>\n      <td>0.032285</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>21342</th>\n      <td>16804</td>\n      <td>0.076078</td>\n    </tr>\n    <tr>\n      <th>21343</th>\n      <td>55206</td>\n      <td>0.009654</td>\n    </tr>\n    <tr>\n      <th>21344</th>\n      <td>1288</td>\n      <td>0.068835</td>\n    </tr>\n    <tr>\n      <th>21345</th>\n      <td>42903</td>\n      <td>0.018540</td>\n    </tr>\n    <tr>\n      <th>21346</th>\n      <td>39709</td>\n      <td>0.028321</td>\n    </tr>\n  </tbody>\n</table>\n<p>21347 rows × 2 columns</p>\n</div>"
+     },
+     "execution_count": 90,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.read_csv('model_predictions/ct_cbc.csv')"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   }
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "outputs": [],
+   "source": [
+    "pd.Series(uplift_tm_ctrl, index=data_test.index).to_csv('tm_dependend_cbc.csv')"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   }
+  },
   {
    "cell_type": "code",
    "execution_count": 38,