From 1e2d6f554ab47af3cdd63fd1acb900d24a88e7d9 Mon Sep 17 00:00:00 2001
From: Tomasz Grzybowski <tomgrz3@st.amu.edu.pl>
Date: Sat, 21 May 2022 19:36:08 +0200
Subject: [PATCH] second

---
 solution.ipynb |  560 ++++++++++++-------
 test-A/out.tsv | 1440 ++++++++++++++++++++++++------------------------
 2 files changed, 1082 insertions(+), 918 deletions(-)

diff --git a/solution.ipynb b/solution.ipynb
index 2fc6474..f00a81b 100644
--- a/solution.ipynb
+++ b/solution.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 1,
    "id": "ddcaf12b",
    "metadata": {},
    "outputs": [],
@@ -26,7 +26,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 80,
+   "execution_count": 2,
    "id": "70e3b6e3",
    "metadata": {},
    "outputs": [
@@ -36,7 +36,7 @@
        "8760"
       ]
      },
-     "execution_count": 80,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -50,39 +50,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 81,
+   "execution_count": 3,
    "id": "44f404d6",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "600"
+       "720"
       ]
      },
-     "execution_count": 81,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "df_test = pd.read_csv('dev-0/in.tsv', names=in_columns, sep='\\t')\n",
+    "df_test = pd.read_csv('test-A/in.tsv', names=in_columns, sep='\\t')\n",
     "len(df_test)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 82,
+   "execution_count": 4,
    "id": "c760402a",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "9360"
+       "9480"
       ]
      },
-     "execution_count": 82,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -94,7 +94,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
+   "execution_count": 5,
    "id": "06f39e15",
    "metadata": {},
    "outputs": [],
@@ -104,7 +104,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 84,
+   "execution_count": 6,
    "id": "91c047f6",
    "metadata": {},
    "outputs": [
@@ -298,7 +298,7 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>595</th>\n",
+       "      <th>715</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -322,7 +322,7 @@
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>596</th>\n",
+       "      <th>716</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -346,7 +346,7 @@
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>597</th>\n",
+       "      <th>717</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -370,7 +370,7 @@
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>598</th>\n",
+       "      <th>718</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -394,7 +394,7 @@
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>599</th>\n",
+       "      <th>719</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -419,7 +419,7 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>9360 rows × 73 columns</p>\n",
+       "<p>9480 rows × 73 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -430,11 +430,11 @@
        "3                      1                    0                    0   \n",
        "4                      1                    0                    0   \n",
        "..                   ...                  ...                  ...   \n",
-       "595                    0                    0                    0   \n",
-       "596                    0                    0                    0   \n",
-       "597                    0                    0                    0   \n",
-       "598                    0                    0                    0   \n",
-       "599                    0                    0                    0   \n",
+       "715                    0                    0                    0   \n",
+       "716                    0                    0                    0   \n",
+       "717                    0                    0                    0   \n",
+       "718                    0                    0                    0   \n",
+       "719                    0                    0                    0   \n",
        "\n",
        "     id_stacji_249200490  id_stacji_249220150  id_stacji_249220180  \\\n",
        "0                      0                    0                    0   \n",
@@ -443,11 +443,11 @@
        "3                      0                    0                    0   \n",
        "4                      0                    0                    0   \n",
        "..                   ...                  ...                  ...   \n",
-       "595                    0                    0                    0   \n",
-       "596                    0                    0                    0   \n",
-       "597                    0                    0                    0   \n",
-       "598                    0                    0                    0   \n",
-       "599                    0                    0                    0   \n",
+       "715                    0                    0                    0   \n",
+       "716                    0                    0                    0   \n",
+       "717                    0                    0                    0   \n",
+       "718                    0                    0                    0   \n",
+       "719                    0                    0                    0   \n",
        "\n",
        "     id_stacji_250190160  id_stacji_250190390  id_stacji_250210130  \\\n",
        "0                      0                    0                    0   \n",
@@ -456,11 +456,11 @@
        "3                      0                    0                    0   \n",
        "4                      0                    0                    0   \n",
        "..                   ...                  ...                  ...   \n",
-       "595                    0                    0                    0   \n",
-       "596                    0                    0                    0   \n",
-       "597                    0                    0                    0   \n",
-       "598                    0                    0                    0   \n",
-       "599                    0                    0                    0   \n",
+       "715                    0                    0                    0   \n",
+       "716                    0                    0                    0   \n",
+       "717                    0                    0                    0   \n",
+       "718                    0                    0                    0   \n",
+       "719                    0                    0                    0   \n",
        "\n",
        "     id_stacji_251170090  ...  miesiąc_3  miesiąc_4  miesiąc_5  miesiąc_6  \\\n",
        "0                      0  ...          0          0          0          0   \n",
@@ -469,11 +469,11 @@
        "3                      0  ...          0          1          0          0   \n",
        "4                      0  ...          0          0          1          0   \n",
        "..                   ...  ...        ...        ...        ...        ...   \n",
-       "595                    0  ...          0          0          0          0   \n",
-       "596                    0  ...          0          0          0          0   \n",
-       "597                    0  ...          0          0          0          0   \n",
-       "598                    0  ...          0          0          0          0   \n",
-       "599                    0  ...          0          0          0          0   \n",
+       "715                    0  ...          0          0          0          0   \n",
+       "716                    0  ...          0          0          0          0   \n",
+       "717                    0  ...          0          0          0          0   \n",
+       "718                    0  ...          0          0          0          0   \n",
+       "719                    0  ...          0          0          0          0   \n",
        "\n",
        "     miesiąc_7  miesiąc_8  miesiąc_9  miesiąc_10  miesiąc_11  miesiąc_12  \n",
        "0            0          0          0           0           0           0  \n",
@@ -482,16 +482,16 @@
        "3            0          0          0           0           0           0  \n",
        "4            0          0          0           0           0           0  \n",
        "..         ...        ...        ...         ...         ...         ...  \n",
-       "595          0          1          0           0           0           0  \n",
-       "596          0          0          1           0           0           0  \n",
-       "597          0          0          0           1           0           0  \n",
-       "598          0          0          0           0           1           0  \n",
-       "599          0          0          0           0           0           1  \n",
+       "715          0          1          0           0           0           0  \n",
+       "716          0          0          1           0           0           0  \n",
+       "717          0          0          0           1           0           0  \n",
+       "718          0          0          0           0           1           0  \n",
+       "719          0          0          0           0           0           1  \n",
        "\n",
-       "[9360 rows x 73 columns]"
+       "[9480 rows x 73 columns]"
       ]
      },
-     "execution_count": 84,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -503,17 +503,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 85,
+   "execution_count": 7,
    "id": "037f1315",
    "metadata": {},
    "outputs": [],
    "source": [
-    "x = x.iloc[:-600]"
+    "x = x.iloc[:-720]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 86,
+   "execution_count": 8,
    "id": "e03bae07",
    "metadata": {},
    "outputs": [
@@ -900,7 +900,7 @@
        "[8760 rows x 73 columns]"
       ]
      },
-     "execution_count": 86,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -911,7 +911,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 87,
+   "execution_count": 9,
    "id": "ede98181",
    "metadata": {},
    "outputs": [
@@ -1006,7 +1006,7 @@
        "[8760 rows x 1 columns]"
       ]
      },
-     "execution_count": 87,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1019,7 +1019,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "execution_count": 10,
    "id": "9a950571",
    "metadata": {},
    "outputs": [],
@@ -1030,13 +1030,14 @@
     "model.add(Dense(32, activation= \"relu\"))\n",
     "model.add(Dense(64, activation= \"relu\"))\n",
     "model.add(Dense(32, activation= \"relu\"))\n",
+    "model.add(Dense(16, activation= \"relu\"))\n",
     "model.add(Dense(1))\n",
     "#model.summary() #Print model Summary"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 11,
    "id": "f68e43f9",
    "metadata": {},
    "outputs": [],
@@ -1048,7 +1049,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 12,
    "id": "c1036c04",
    "metadata": {},
    "outputs": [],
@@ -1058,7 +1059,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 13,
    "id": "cec44474",
    "metadata": {},
    "outputs": [
@@ -1068,20 +1069,21 @@
      "text": [
       "(None, 73) <dtype: 'float32'>\n",
       "(None, 1) <dtype: 'float32'>\n",
-      "dense_5 (None, 73) float32\n",
-      "dense_6 (None, 16) float32\n",
-      "dense_7 (None, 32) float32\n",
-      "dense_8 (None, 64) float32\n",
-      "dense_9 (None, 32) float32\n"
+      "dense (None, 73) float32\n",
+      "dense_1 (None, 16) float32\n",
+      "dense_2 (None, 32) float32\n",
+      "dense_3 (None, 64) float32\n",
+      "dense_4 (None, 32) float32\n",
+      "dense_5 (None, 16) float32\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "[None, None, None, None, None]"
+       "[None, None, None, None, None, None]"
       ]
      },
-     "execution_count": 66,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1094,7 +1096,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 89,
+   "execution_count": 14,
    "id": "eb9cb318",
    "metadata": {
     "scrolled": true
@@ -1104,67 +1106,227 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Epoch 1/20\n",
-      "274/274 [==============================] - 1s 1ms/step - loss: 1909.4332 - mean_squared_error: 1909.4332\n",
-      "Epoch 2/20\n",
-      "274/274 [==============================] - 0s 1ms/step - loss: 973.3965 - mean_squared_error: 973.3965\n",
-      "Epoch 3/20\n",
-      "274/274 [==============================] - 0s 1ms/step - loss: 939.2103 - mean_squared_error: 939.2103\n",
-      "Epoch 4/20\n",
-      "274/274 [==============================] - 0s 1ms/step - loss: 916.1758 - mean_squared_error: 916.1758\n",
-      "Epoch 5/20\n",
-      "274/274 [==============================] - 0s 1ms/step - loss: 890.6475 - mean_squared_error: 890.6475\n",
-      "Epoch 6/20\n",
-      "274/274 [==============================] - 0s 1ms/step - loss: 863.8906 - mean_squared_error: 863.8906\n",
-      "Epoch 7/20\n",
-      "274/274 [==============================] - 0s 1ms/step - loss: 832.4407 - mean_squared_error: 832.4407\n",
-      "Epoch 8/20\n",
-      "274/274 [==============================] - 0s 1ms/step - loss: 796.0791 - mean_squared_error: 796.0791\n",
-      "Epoch 9/20\n",
-      "274/274 [==============================] - 0s 1ms/step - loss: 754.6501 - mean_squared_error: 754.6501\n",
-      "Epoch 10/20\n",
-      "274/274 [==============================] - 0s 1ms/step - loss: 714.9877 - mean_squared_error: 714.9877\n",
-      "Epoch 11/20\n",
-      "274/274 [==============================] - 0s 1ms/step - loss: 673.8896 - mean_squared_error: 673.8896\n",
-      "Epoch 12/20\n",
-      "274/274 [==============================] - 0s 1ms/step - loss: 637.9486 - mean_squared_error: 637.9486\n",
-      "Epoch 13/20\n",
-      "274/274 [==============================] - 0s 1ms/step - loss: 606.7788 - mean_squared_error: 606.7788\n",
-      "Epoch 14/20\n",
-      "274/274 [==============================] - 0s 1ms/step - loss: 573.9454 - mean_squared_error: 573.9454\n",
-      "Epoch 15/20\n",
-      "274/274 [==============================] - 0s 1ms/step - loss: 555.9764 - mean_squared_error: 555.9764\n",
-      "Epoch 16/20\n",
-      "274/274 [==============================] - 0s 1ms/step - loss: 538.0002 - mean_squared_error: 538.0002\n",
-      "Epoch 17/20\n",
-      "274/274 [==============================] - 0s 1ms/step - loss: 521.0056 - mean_squared_error: 521.0056\n",
-      "Epoch 18/20\n",
-      "274/274 [==============================] - 0s 1ms/step - loss: 507.1535 - mean_squared_error: 507.1535\n",
-      "Epoch 19/20\n",
-      "274/274 [==============================] - 0s 1ms/step - loss: 493.6592 - mean_squared_error: 493.6592\n",
-      "Epoch 20/20\n",
-      "274/274 [==============================] - 0s 1ms/step - loss: 488.6051 - mean_squared_error: 488.6051\n"
+      "Epoch 1/100\n",
+      "274/274 [==============================] - 1s 1ms/step - loss: 1904.0205 - mean_squared_error: 1904.0205\n",
+      "Epoch 2/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 977.0018 - mean_squared_error: 977.0018\n",
+      "Epoch 3/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 930.0125 - mean_squared_error: 930.0125\n",
+      "Epoch 4/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 902.6553 - mean_squared_error: 902.6553\n",
+      "Epoch 5/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 863.2485 - mean_squared_error: 863.2485\n",
+      "Epoch 6/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 811.9504 - mean_squared_error: 811.9504\n",
+      "Epoch 7/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 770.9260 - mean_squared_error: 770.9260\n",
+      "Epoch 8/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 724.6091 - mean_squared_error: 724.6091\n",
+      "Epoch 9/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 692.6209 - mean_squared_error: 692.6209\n",
+      "Epoch 10/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 659.7095 - mean_squared_error: 659.7095\n",
+      "Epoch 11/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 625.7371 - mean_squared_error: 625.7371\n",
+      "Epoch 12/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 602.4116 - mean_squared_error: 602.4116\n",
+      "Epoch 13/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 577.0346 - mean_squared_error: 577.0346\n",
+      "Epoch 14/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 552.9323 - mean_squared_error: 552.9323\n",
+      "Epoch 15/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 529.7372 - mean_squared_error: 529.7372\n",
+      "Epoch 16/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 515.2844 - mean_squared_error: 515.2844\n",
+      "Epoch 17/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 501.1700 - mean_squared_error: 501.1700\n",
+      "Epoch 18/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 489.9219 - mean_squared_error: 489.9219\n",
+      "Epoch 19/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 484.0696 - mean_squared_error: 484.0696\n",
+      "Epoch 20/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 470.3400 - mean_squared_error: 470.3400\n",
+      "Epoch 21/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 459.1194 - mean_squared_error: 459.1194\n",
+      "Epoch 22/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 455.5881 - mean_squared_error: 455.5881\n",
+      "Epoch 23/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 446.4247 - mean_squared_error: 446.4247\n",
+      "Epoch 24/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 440.6260 - mean_squared_error: 440.6260\n",
+      "Epoch 25/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 434.9443 - mean_squared_error: 434.9443\n",
+      "Epoch 26/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 429.9223 - mean_squared_error: 429.9223\n",
+      "Epoch 27/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 424.0781 - mean_squared_error: 424.0781\n",
+      "Epoch 28/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 420.9750 - mean_squared_error: 420.9750\n",
+      "Epoch 29/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 416.1357 - mean_squared_error: 416.1357\n",
+      "Epoch 30/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 409.1339 - mean_squared_error: 409.1339\n",
+      "Epoch 31/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 404.7644 - mean_squared_error: 404.7644\n",
+      "Epoch 32/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 403.4354 - mean_squared_error: 403.4354\n",
+      "Epoch 33/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 398.6223 - mean_squared_error: 398.6223\n",
+      "Epoch 34/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 391.9509 - mean_squared_error: 391.9509\n",
+      "Epoch 35/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 391.3186 - mean_squared_error: 391.3186\n",
+      "Epoch 36/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 388.1175 - mean_squared_error: 388.1175\n",
+      "Epoch 37/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 385.9730 - mean_squared_error: 385.9730\n",
+      "Epoch 38/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 382.0468 - mean_squared_error: 382.0468\n",
+      "Epoch 39/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 376.9197 - mean_squared_error: 376.9197\n",
+      "Epoch 40/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 378.0434 - mean_squared_error: 378.0434\n",
+      "Epoch 41/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 372.7451 - mean_squared_error: 372.7451\n",
+      "Epoch 42/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 368.2292 - mean_squared_error: 368.2292\n",
+      "Epoch 43/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 369.8233 - mean_squared_error: 369.8233\n",
+      "Epoch 44/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 365.3695 - mean_squared_error: 365.3695\n",
+      "Epoch 45/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 363.1947 - mean_squared_error: 363.1947\n",
+      "Epoch 46/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 358.6509 - mean_squared_error: 358.6509\n",
+      "Epoch 47/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 363.4928 - mean_squared_error: 363.4928\n",
+      "Epoch 48/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 359.9735 - mean_squared_error: 359.9735\n",
+      "Epoch 49/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 353.2738 - mean_squared_error: 353.2738\n",
+      "Epoch 50/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 350.3524 - mean_squared_error: 350.3524\n",
+      "Epoch 51/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 349.1338 - mean_squared_error: 349.1338\n",
+      "Epoch 52/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 351.0474 - mean_squared_error: 351.0474\n",
+      "Epoch 53/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 341.8802 - mean_squared_error: 341.8802\n",
+      "Epoch 54/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 341.5201 - mean_squared_error: 341.5201\n",
+      "Epoch 55/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 339.8927 - mean_squared_error: 339.8927\n",
+      "Epoch 56/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 337.5977 - mean_squared_error: 337.5977\n",
+      "Epoch 57/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 341.8250 - mean_squared_error: 341.8250\n",
+      "Epoch 58/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 334.7910 - mean_squared_error: 334.7910\n",
+      "Epoch 59/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 333.3398 - mean_squared_error: 333.3398\n",
+      "Epoch 60/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 330.1293 - mean_squared_error: 330.1293\n",
+      "Epoch 61/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 331.5085 - mean_squared_error: 331.5085\n",
+      "Epoch 62/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 327.4076 - mean_squared_error: 327.4076\n",
+      "Epoch 63/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 328.1978 - mean_squared_error: 328.1978\n",
+      "Epoch 64/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 322.5495 - mean_squared_error: 322.5495\n",
+      "Epoch 65/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 324.4060 - mean_squared_error: 324.4060\n",
+      "Epoch 66/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 319.2129 - mean_squared_error: 319.2129\n",
+      "Epoch 67/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 320.8315 - mean_squared_error: 320.8315\n",
+      "Epoch 68/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 315.9987 - mean_squared_error: 315.9987\n",
+      "Epoch 69/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 314.6494 - mean_squared_error: 314.6494\n",
+      "Epoch 70/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 310.7572 - mean_squared_error: 310.7572\n",
+      "Epoch 71/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 310.8293 - mean_squared_error: 310.8293\n",
+      "Epoch 72/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 310.2863 - mean_squared_error: 310.2863\n",
+      "Epoch 73/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 309.2907 - mean_squared_error: 309.2907\n",
+      "Epoch 74/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 306.9155 - mean_squared_error: 306.9155\n",
+      "Epoch 75/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 304.8138 - mean_squared_error: 304.8138\n",
+      "Epoch 76/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 303.4693 - mean_squared_error: 303.4693\n",
+      "Epoch 77/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 302.1253 - mean_squared_error: 302.1253\n",
+      "Epoch 78/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 300.5882 - mean_squared_error: 300.5882\n",
+      "Epoch 79/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 300.8849 - mean_squared_error: 300.8849\n",
+      "Epoch 80/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 297.9424 - mean_squared_error: 297.9424\n",
+      "Epoch 81/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 296.6845 - mean_squared_error: 296.6845\n",
+      "Epoch 82/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 301.2429 - mean_squared_error: 301.2429\n",
+      "Epoch 83/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 294.7325 - mean_squared_error: 294.7325\n",
+      "Epoch 84/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 293.9087 - mean_squared_error: 293.9087\n",
+      "Epoch 85/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 294.8573 - mean_squared_error: 294.8573\n",
+      "Epoch 86/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 291.5350 - mean_squared_error: 291.5350\n",
+      "Epoch 87/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 288.5298 - mean_squared_error: 288.5298\n",
+      "Epoch 88/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 290.0951 - mean_squared_error: 290.0951\n",
+      "Epoch 89/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 286.3828 - mean_squared_error: 286.3828\n",
+      "Epoch 90/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 282.4638 - mean_squared_error: 282.4638\n",
+      "Epoch 91/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 290.5275 - mean_squared_error: 290.5275\n",
+      "Epoch 92/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 282.0305 - mean_squared_error: 282.0305\n",
+      "Epoch 93/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 281.5406 - mean_squared_error: 281.5406\n",
+      "Epoch 94/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 287.6223 - mean_squared_error: 287.6223\n",
+      "Epoch 95/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 277.7972 - mean_squared_error: 277.7972\n",
+      "Epoch 96/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 279.9403 - mean_squared_error: 279.9403\n",
+      "Epoch 97/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 275.0088 - mean_squared_error: 275.0088\n",
+      "Epoch 98/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 276.8479 - mean_squared_error: 276.8479\n",
+      "Epoch 99/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 275.8300 - mean_squared_error: 275.8300\n",
+      "Epoch 100/100\n",
+      "274/274 [==============================] - 0s 1ms/step - loss: 274.4589 - mean_squared_error: 274.4589\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "<keras.callbacks.History at 0x23a7524f190>"
+       "<keras.callbacks.History at 0x2ae269e2610>"
       ]
      },
-     "execution_count": 89,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "model.compile(loss= \"mean_squared_error\" , optimizer=\"adam\", metrics=[\"mean_squared_error\"])\n",
-    "model.fit(x, y, epochs=20)"
+    "model.fit(x, y, epochs=100)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 15,
    "id": "b01ccebe",
    "metadata": {},
    "outputs": [
@@ -1174,7 +1336,7 @@
        "17.28555466278129"
       ]
      },
-     "execution_count": 68,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1186,64 +1348,64 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 91,
+   "execution_count": 16,
    "id": "bad4d35a",
    "metadata": {},
    "outputs": [],
    "source": [
-    "x_dev = pd.read_csv('dev-0/in.tsv', sep='\\t', names=in_columns)\n",
-    "y_dev = pd.read_csv('dev-0/expected.tsv', sep='\\t',names=['rainfall'])\n",
-    "#x_dev = x_dev.drop(['nazwa_stacji', 'typ_zbioru'],axis=1)\n",
+    "x_test = pd.read_csv('test-A/in.tsv', sep='\\t', names=in_columns)\n",
+    "#y_test = pd.read_csv('dev-0/expected.tsv', sep='\\t',names=['rainfall'])\n",
+    "#x_test = x_test.drop(['nazwa_stacji', 'typ_zbioru'],axis=1)\n",
     "df_train = pd.read_csv('train/in.tsv', names=in_columns, sep='\\t')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 92,
+   "execution_count": 17,
    "id": "a3b6fff0",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "9360"
+       "9480"
       ]
      },
-     "execution_count": 92,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "x_dev = pd.concat([x_dev,df_train])\n",
-    "len(x_dev)"
+    "x_test = pd.concat([x_test,df_train])\n",
+    "len(x_test)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 93,
+   "execution_count": 18,
    "id": "cdf89362",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "9360"
+       "9480"
       ]
      },
-     "execution_count": 93,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "x_dev = x_dev.drop(['nazwa_stacji', 'typ_zbioru'],axis=1)\n",
-    "len(x_dev)"
+    "x_test = x_test.drop(['nazwa_stacji', 'typ_zbioru'],axis=1)\n",
+    "len(x_test)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 94,
+   "execution_count": 19,
    "id": "fe00b876",
    "metadata": {},
    "outputs": [
@@ -1296,7 +1458,6 @@
        "      <th>0</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1304,6 +1465,7 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1320,7 +1482,6 @@
        "      <th>1</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1328,6 +1489,7 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1344,7 +1506,6 @@
        "      <th>2</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1352,6 +1513,7 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
@@ -1368,7 +1530,6 @@
        "      <th>3</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1376,6 +1537,7 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
@@ -1392,7 +1554,6 @@
        "      <th>4</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1400,6 +1561,7 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1558,16 +1720,16 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>9360 rows × 73 columns</p>\n",
+       "<p>9480 rows × 73 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "      id_stacji_249180010  id_stacji_249190560  id_stacji_249200370  \\\n",
-       "0                       0                    0                    0   \n",
-       "1                       0                    0                    0   \n",
-       "2                       0                    0                    0   \n",
-       "3                       0                    0                    0   \n",
-       "4                       0                    0                    0   \n",
+       "0                       0                    0                    1   \n",
+       "1                       0                    0                    1   \n",
+       "2                       0                    0                    1   \n",
+       "3                       0                    0                    1   \n",
+       "4                       0                    0                    1   \n",
        "...                   ...                  ...                  ...   \n",
        "8755                    0                    0                    0   \n",
        "8756                    0                    0                    0   \n",
@@ -1576,11 +1738,11 @@
        "8759                    0                    0                    0   \n",
        "\n",
        "      id_stacji_249200490  id_stacji_249220150  id_stacji_249220180  \\\n",
-       "0                       1                    0                    0   \n",
-       "1                       1                    0                    0   \n",
-       "2                       1                    0                    0   \n",
-       "3                       1                    0                    0   \n",
-       "4                       1                    0                    0   \n",
+       "0                       0                    0                    0   \n",
+       "1                       0                    0                    0   \n",
+       "2                       0                    0                    0   \n",
+       "3                       0                    0                    0   \n",
+       "4                       0                    0                    0   \n",
        "...                   ...                  ...                  ...   \n",
        "8755                    0                    0                    0   \n",
        "8756                    0                    0                    0   \n",
@@ -1627,22 +1789,22 @@
        "8758          0          0          0           0           1           0  \n",
        "8759          0          0          0           0           0           1  \n",
        "\n",
-       "[9360 rows x 73 columns]"
+       "[9480 rows x 73 columns]"
       ]
      },
-     "execution_count": 94,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "x_dev = pd.get_dummies(x_dev,columns = ['id_stacji','rok','miesiąc'])\n",
-    "x_dev"
+    "x_test = pd.get_dummies(x_test,columns = ['id_stacji','rok','miesiąc'])\n",
+    "x_test"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 95,
+   "execution_count": 20,
    "id": "657a7976",
    "metadata": {},
    "outputs": [
@@ -1695,7 +1857,6 @@
        "      <th>0</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1703,6 +1864,7 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1719,7 +1881,6 @@
        "      <th>1</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1727,6 +1888,7 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1743,7 +1905,6 @@
        "      <th>2</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1751,6 +1912,7 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
@@ -1767,7 +1929,6 @@
        "      <th>3</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1775,6 +1936,7 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
@@ -1791,7 +1953,6 @@
        "      <th>4</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1799,6 +1960,7 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1836,7 +1998,7 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>595</th>\n",
+       "      <th>715</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1860,7 +2022,7 @@
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>596</th>\n",
+       "      <th>716</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1884,7 +2046,7 @@
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>597</th>\n",
+       "      <th>717</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1908,7 +2070,7 @@
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>598</th>\n",
+       "      <th>718</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1932,7 +2094,7 @@
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>599</th>\n",
+       "      <th>719</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -1957,35 +2119,35 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>600 rows × 73 columns</p>\n",
+       "<p>720 rows × 73 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "     id_stacji_249180010  id_stacji_249190560  id_stacji_249200370  \\\n",
+       "0                      0                    0                    1   \n",
+       "1                      0                    0                    1   \n",
+       "2                      0                    0                    1   \n",
+       "3                      0                    0                    1   \n",
+       "4                      0                    0                    1   \n",
+       "..                   ...                  ...                  ...   \n",
+       "715                    0                    0                    0   \n",
+       "716                    0                    0                    0   \n",
+       "717                    0                    0                    0   \n",
+       "718                    0                    0                    0   \n",
+       "719                    0                    0                    0   \n",
+       "\n",
+       "     id_stacji_249200490  id_stacji_249220150  id_stacji_249220180  \\\n",
        "0                      0                    0                    0   \n",
        "1                      0                    0                    0   \n",
        "2                      0                    0                    0   \n",
        "3                      0                    0                    0   \n",
        "4                      0                    0                    0   \n",
        "..                   ...                  ...                  ...   \n",
-       "595                    0                    0                    0   \n",
-       "596                    0                    0                    0   \n",
-       "597                    0                    0                    0   \n",
-       "598                    0                    0                    0   \n",
-       "599                    0                    0                    0   \n",
-       "\n",
-       "     id_stacji_249200490  id_stacji_249220150  id_stacji_249220180  \\\n",
-       "0                      1                    0                    0   \n",
-       "1                      1                    0                    0   \n",
-       "2                      1                    0                    0   \n",
-       "3                      1                    0                    0   \n",
-       "4                      1                    0                    0   \n",
-       "..                   ...                  ...                  ...   \n",
-       "595                    0                    0                    0   \n",
-       "596                    0                    0                    0   \n",
-       "597                    0                    0                    0   \n",
-       "598                    0                    0                    0   \n",
-       "599                    0                    0                    0   \n",
+       "715                    0                    0                    0   \n",
+       "716                    0                    0                    0   \n",
+       "717                    0                    0                    0   \n",
+       "718                    0                    0                    0   \n",
+       "719                    0                    0                    0   \n",
        "\n",
        "     id_stacji_250190160  id_stacji_250190390  id_stacji_250210130  \\\n",
        "0                      0                    0                    0   \n",
@@ -1994,11 +2156,11 @@
        "3                      0                    0                    0   \n",
        "4                      0                    0                    0   \n",
        "..                   ...                  ...                  ...   \n",
-       "595                    0                    0                    0   \n",
-       "596                    0                    0                    0   \n",
-       "597                    0                    0                    0   \n",
-       "598                    0                    0                    0   \n",
-       "599                    0                    0                    0   \n",
+       "715                    0                    0                    0   \n",
+       "716                    0                    0                    0   \n",
+       "717                    0                    0                    0   \n",
+       "718                    0                    0                    0   \n",
+       "719                    0                    0                    0   \n",
        "\n",
        "     id_stacji_251170090  ...  miesiąc_3  miesiąc_4  miesiąc_5  miesiąc_6  \\\n",
        "0                      0  ...          0          0          0          0   \n",
@@ -2007,11 +2169,11 @@
        "3                      0  ...          0          1          0          0   \n",
        "4                      0  ...          0          0          1          0   \n",
        "..                   ...  ...        ...        ...        ...        ...   \n",
-       "595                    0  ...          0          0          0          0   \n",
-       "596                    0  ...          0          0          0          0   \n",
-       "597                    0  ...          0          0          0          0   \n",
-       "598                    0  ...          0          0          0          0   \n",
-       "599                    0  ...          0          0          0          0   \n",
+       "715                    0  ...          0          0          0          0   \n",
+       "716                    0  ...          0          0          0          0   \n",
+       "717                    0  ...          0          0          0          0   \n",
+       "718                    0  ...          0          0          0          0   \n",
+       "719                    0  ...          0          0          0          0   \n",
        "\n",
        "     miesiąc_7  miesiąc_8  miesiąc_9  miesiąc_10  miesiąc_11  miesiąc_12  \n",
        "0            0          0          0           0           0           0  \n",
@@ -2020,28 +2182,28 @@
        "3            0          0          0           0           0           0  \n",
        "4            0          0          0           0           0           0  \n",
        "..         ...        ...        ...         ...         ...         ...  \n",
-       "595          0          1          0           0           0           0  \n",
-       "596          0          0          1           0           0           0  \n",
-       "597          0          0          0           1           0           0  \n",
-       "598          0          0          0           0           1           0  \n",
-       "599          0          0          0           0           0           1  \n",
+       "715          0          1          0           0           0           0  \n",
+       "716          0          0          1           0           0           0  \n",
+       "717          0          0          0           1           0           0  \n",
+       "718          0          0          0           0           1           0  \n",
+       "719          0          0          0           0           0           1  \n",
        "\n",
-       "[600 rows x 73 columns]"
+       "[720 rows x 73 columns]"
       ]
      },
-     "execution_count": 95,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "x_dev = x_dev.iloc[:-8760]\n",
-    "x_dev"
+    "x_test = x_test.iloc[:-8760]\n",
+    "x_test"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 96,
+   "execution_count": 21,
    "id": "1163c550",
    "metadata": {},
    "outputs": [
@@ -2049,17 +2211,17 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "19/19 [==============================] - 3s 996us/step\n"
+      "23/23 [==============================] - 0s 909us/step\n"
      ]
     }
    ],
    "source": [
-    "pred= model.predict(x_dev)"
+    "pred= model.predict(x_test)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 97,
+   "execution_count": 22,
    "id": "6c24ee76",
    "metadata": {},
    "outputs": [
@@ -2067,12 +2229,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "25.779205918526703\n"
+      "23/23 [==============================] - 0s 955us/step\n"
      ]
     }
    ],
    "source": [
-    "print(np.sqrt(mean_squared_error(y_dev,pred))) "
+    "pred= model.predict(x_test)\n",
+    "out = pd.DataFrame(pred)\n",
+    "out.to_csv('test-A/out.tsv',sep='\\t',header=False, index=False)"
    ]
   }
  ],
diff --git a/test-A/out.tsv b/test-A/out.tsv
index 0d23deb..e31529c 100644
--- a/test-A/out.tsv
+++ b/test-A/out.tsv
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