From 655b2d72193b8827ee261a4f42c0196f66f0bca4 Mon Sep 17 00:00:00 2001 From: Tomasz Grzybowski Date: Sun, 22 May 2022 20:32:15 +0200 Subject: [PATCH] new --- solution.ipynb | 446 ++++++++++++++++++++++--------------------------- 1 file changed, 203 insertions(+), 243 deletions(-) diff --git a/solution.ipynb b/solution.ipynb index 9bbf0e0..48a736b 100644 --- a/solution.ipynb +++ b/solution.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 295, + "execution_count": 316, "id": "ddcaf12b", "metadata": {}, "outputs": [], @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 296, + "execution_count": 317, "id": "70e3b6e3", "metadata": {}, "outputs": [ @@ -36,7 +36,7 @@ "8760" ] }, - "execution_count": 296, + "execution_count": 317, "metadata": {}, "output_type": "execute_result" } @@ -50,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": 297, + "execution_count": 318, "id": "44f404d6", "metadata": {}, "outputs": [ @@ -60,7 +60,7 @@ "720" ] }, - "execution_count": 297, + "execution_count": 318, "metadata": {}, "output_type": "execute_result" } @@ -72,7 +72,7 @@ }, { "cell_type": "code", - "execution_count": 298, + "execution_count": 319, "id": "c760402a", "metadata": {}, "outputs": [ @@ -82,7 +82,7 @@ "9480" ] }, - "execution_count": 298, + "execution_count": 319, "metadata": {}, "output_type": "execute_result" } @@ -94,7 +94,7 @@ }, { "cell_type": "code", - "execution_count": 299, + "execution_count": 320, "id": "06f39e15", "metadata": {}, "outputs": [], @@ -104,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 300, + "execution_count": 321, "id": "91c047f6", "metadata": {}, "outputs": [ @@ -491,7 +491,7 @@ "[9480 rows x 73 columns]" ] }, - "execution_count": 300, + "execution_count": 321, "metadata": {}, "output_type": "execute_result" } @@ -503,7 +503,7 @@ }, { "cell_type": "code", - "execution_count": 301, + "execution_count": 322, "id": "037f1315", "metadata": {}, "outputs": [], @@ -513,7 +513,7 @@ }, { "cell_type": "code", - "execution_count": 302, + "execution_count": 323, "id": "e03bae07", "metadata": {}, "outputs": [ @@ -900,7 +900,7 @@ "[8760 rows x 73 columns]" ] }, - "execution_count": 302, + "execution_count": 323, "metadata": {}, "output_type": "execute_result" } @@ -911,7 +911,7 @@ }, { "cell_type": "code", - "execution_count": 303, + "execution_count": 324, "id": "ede98181", "metadata": {}, "outputs": [ @@ -1006,7 +1006,7 @@ "[8760 rows x 1 columns]" ] }, - "execution_count": 303, + "execution_count": 324, "metadata": {}, "output_type": "execute_result" } @@ -1019,7 +1019,7 @@ }, { "cell_type": "code", - "execution_count": 304, + "execution_count": 325, "id": "9a950571", "metadata": {}, "outputs": [], @@ -1039,7 +1039,7 @@ }, { "cell_type": "code", - "execution_count": 305, + "execution_count": 326, "id": "f68e43f9", "metadata": {}, "outputs": [], @@ -1051,7 +1051,7 @@ }, { "cell_type": "code", - "execution_count": 306, + "execution_count": 327, "id": "c1036c04", "metadata": {}, "outputs": [], @@ -1061,7 +1061,7 @@ }, { "cell_type": "code", - "execution_count": 307, + "execution_count": 328, "id": "cec44474", "metadata": {}, "outputs": [ @@ -1071,14 +1071,14 @@ "text": [ "(None, 73) \n", "(None, 1) \n", - "dense_95 (None, 73) float32\n", - "dense_96 (None, 1024) float32\n", - "dense_97 (None, 512) float32\n", - "dense_98 (None, 256) float32\n", - "dense_99 (None, 128) float32\n", - "dense_100 (None, 64) float32\n", - "dense_101 (None, 32) float32\n", - "dense_102 (None, 16) float32\n" + "dense_103 (None, 73) float32\n", + "dense_104 (None, 1024) float32\n", + "dense_105 (None, 512) float32\n", + "dense_106 (None, 256) float32\n", + "dense_107 (None, 128) float32\n", + "dense_108 (None, 64) float32\n", + "dense_109 (None, 32) float32\n", + "dense_110 (None, 16) float32\n" ] }, { @@ -1087,7 +1087,7 @@ "[None, None, None, None, None, None, None, None]" ] }, - "execution_count": 307, + "execution_count": 328, "metadata": {}, "output_type": "execute_result" } @@ -1100,7 +1100,7 @@ }, { "cell_type": "code", - "execution_count": 308, + "execution_count": 329, "id": "eb9cb318", "metadata": { "scrolled": true @@ -1110,227 +1110,187 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 1216.5399 - mean_squared_error: 1216.5399\n", - "Epoch 2/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 794.1711 - mean_squared_error: 794.1711\n", - "Epoch 3/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 580.7461 - mean_squared_error: 580.7461\n", - "Epoch 4/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 484.1317 - mean_squared_error: 484.1317\n", - "Epoch 5/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 441.7448 - mean_squared_error: 441.7448\n", - "Epoch 6/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 392.2047 - mean_squared_error: 392.2047\n", - "Epoch 7/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 361.4105 - mean_squared_error: 361.4105\n", - "Epoch 8/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 312.9633 - mean_squared_error: 312.9633\n", - "Epoch 9/100\n", - "274/274 [==============================] - 2s 7ms/step - loss: 275.2529 - mean_squared_error: 275.2529\n", - "Epoch 10/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 246.7625 - mean_squared_error: 246.7625\n", - "Epoch 11/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 195.6685 - mean_squared_error: 195.6685\n", - "Epoch 12/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 168.8491 - mean_squared_error: 168.8491\n", - "Epoch 13/100\n", - "274/274 [==============================] - 2s 7ms/step - loss: 150.1201 - mean_squared_error: 150.1201\n", - "Epoch 14/100\n", - "274/274 [==============================] - 2s 7ms/step - loss: 122.6171 - mean_squared_error: 122.6171\n", - "Epoch 15/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 100.8923 - mean_squared_error: 100.8923\n", - "Epoch 16/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 87.8484 - mean_squared_error: 87.8484\n", - "Epoch 17/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 77.6876 - mean_squared_error: 77.6876\n", - "Epoch 18/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 63.2032 - mean_squared_error: 63.2032\n", - "Epoch 19/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 57.2543 - mean_squared_error: 57.2543\n", - "Epoch 20/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 45.0924 - mean_squared_error: 45.0924\n", - "Epoch 21/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 49.1593 - mean_squared_error: 49.1593\n", - "Epoch 22/100\n", - "274/274 [==============================] - 2s 7ms/step - loss: 58.2306 - mean_squared_error: 58.2306\n", - "Epoch 23/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 48.0242 - mean_squared_error: 48.0242\n", - "Epoch 24/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 38.6356 - mean_squared_error: 38.6356\n", - "Epoch 25/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 30.9926 - mean_squared_error: 30.9926\n", - "Epoch 26/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 29.7819 - mean_squared_error: 29.7819\n", - "Epoch 27/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 32.5139 - mean_squared_error: 32.5139\n", - "Epoch 28/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 40.1129 - mean_squared_error: 40.1129\n", - "Epoch 29/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 51.6793 - mean_squared_error: 51.6793\n", - "Epoch 30/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 37.1284 - mean_squared_error: 37.1284\n", - "Epoch 31/100\n", - "274/274 [==============================] - 2s 5ms/step - loss: 30.2074 - mean_squared_error: 30.2074\n", - "Epoch 32/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 27.1982 - mean_squared_error: 27.1982\n", - "Epoch 33/100\n", - "274/274 [==============================] - 2s 7ms/step - loss: 26.5477 - mean_squared_error: 26.5477\n", - "Epoch 34/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 25.7544 - mean_squared_error: 25.7544\n", - "Epoch 35/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 24.1754 - mean_squared_error: 24.1754\n", - "Epoch 36/100\n", - "274/274 [==============================] - 2s 5ms/step - loss: 27.5213 - mean_squared_error: 27.5213\n", - "Epoch 37/100\n", - "274/274 [==============================] - 2s 5ms/step - loss: 30.3435 - mean_squared_error: 30.3435\n", - "Epoch 38/100\n", - "274/274 [==============================] - 2s 5ms/step - loss: 32.7374 - mean_squared_error: 32.7374\n", - "Epoch 39/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 29.2545 - mean_squared_error: 29.2545\n", - "Epoch 40/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 28.4834 - mean_squared_error: 28.4834\n", - "Epoch 41/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 22.9177 - mean_squared_error: 22.9177\n", - "Epoch 42/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 21.6796 - mean_squared_error: 21.6796\n", - "Epoch 43/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 20.2429 - mean_squared_error: 20.2429\n", - "Epoch 44/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 21.2112 - mean_squared_error: 21.2112\n", - "Epoch 45/100\n", - "274/274 [==============================] - 2s 5ms/step - loss: 25.0341 - mean_squared_error: 25.0341\n", - "Epoch 46/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 22.3963 - mean_squared_error: 22.3963\n", - "Epoch 47/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 23.1122 - mean_squared_error: 23.1122\n", - "Epoch 48/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 28.0343 - mean_squared_error: 28.0343\n", - "Epoch 49/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 22.2908 - mean_squared_error: 22.2908\n", - "Epoch 50/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 21.7871 - mean_squared_error: 21.7871\n", - "Epoch 51/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 19.8841 - mean_squared_error: 19.8841\n", - "Epoch 52/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 20.5390 - mean_squared_error: 20.5390\n", - "Epoch 53/100\n", - "274/274 [==============================] - 2s 5ms/step - loss: 22.3869 - mean_squared_error: 22.3869\n", - "Epoch 54/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 20.6540 - mean_squared_error: 20.6540\n", - "Epoch 55/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 18.3056 - mean_squared_error: 18.3056\n", - "Epoch 56/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 22.7574 - mean_squared_error: 22.7574\n", - "Epoch 57/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 20.1425 - mean_squared_error: 20.1425\n", - "Epoch 58/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 17.5521 - mean_squared_error: 17.5521\n", - "Epoch 59/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 18.2735 - mean_squared_error: 18.2735\n", - "Epoch 60/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 17.6372 - mean_squared_error: 17.6372\n", - "Epoch 61/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 15.2790 - mean_squared_error: 15.2790\n", - "Epoch 62/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 12.9527 - mean_squared_error: 12.9527\n", - "Epoch 63/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 13.2732 - mean_squared_error: 13.2732\n", - "Epoch 64/100\n", - "274/274 [==============================] - 2s 7ms/step - loss: 18.0740 - mean_squared_error: 18.0740\n", - "Epoch 65/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 23.5823 - mean_squared_error: 23.5823\n", - "Epoch 66/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 22.4731 - mean_squared_error: 22.4731\n", - "Epoch 67/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 17.0889 - mean_squared_error: 17.0889\n", - "Epoch 68/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 13.5507 - mean_squared_error: 13.5507\n", - "Epoch 69/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 14.6270 - mean_squared_error: 14.6270\n", - "Epoch 70/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 15.7420 - mean_squared_error: 15.7420\n", - "Epoch 71/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 15.6920 - mean_squared_error: 15.6920\n", - "Epoch 72/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 17.8469 - mean_squared_error: 17.8469\n", - "Epoch 73/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 20.0690 - mean_squared_error: 20.0690\n", - "Epoch 74/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 16.4538 - mean_squared_error: 16.4538\n", - "Epoch 75/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 13.7226 - mean_squared_error: 13.7226\n", - "Epoch 76/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 11.6082 - mean_squared_error: 11.6082\n", - "Epoch 77/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 11.4206 - mean_squared_error: 11.4206\n", - "Epoch 78/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 12.9487 - mean_squared_error: 12.9487\n", - "Epoch 79/100\n", - "274/274 [==============================] - 2s 7ms/step - loss: 14.9138 - mean_squared_error: 14.9138\n", - "Epoch 80/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 16.7601 - mean_squared_error: 16.7601\n", - "Epoch 81/100\n", - "274/274 [==============================] - 2s 7ms/step - loss: 16.3490 - mean_squared_error: 16.3490\n", - "Epoch 82/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 12.4280 - mean_squared_error: 12.4280\n", - "Epoch 83/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 9.2046 - mean_squared_error: 9.2046\n", - "Epoch 84/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 8.5721 - mean_squared_error: 8.5721\n", - "Epoch 85/100\n", - "274/274 [==============================] - 2s 7ms/step - loss: 9.8912 - mean_squared_error: 9.8912\n", - "Epoch 86/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 10.4523 - mean_squared_error: 10.4523\n", - "Epoch 87/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 19.6175 - mean_squared_error: 19.6175\n", - "Epoch 88/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 16.5808 - mean_squared_error: 16.5808\n", - "Epoch 89/100\n", - "274/274 [==============================] - 2s 5ms/step - loss: 15.8564 - mean_squared_error: 15.8564\n", - "Epoch 90/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 12.2800 - mean_squared_error: 12.2800\n", - "Epoch 91/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 10.0090 - mean_squared_error: 10.0090\n", - "Epoch 92/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 9.4647 - mean_squared_error: 9.4647\n", - "Epoch 93/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 10.7999 - mean_squared_error: 10.7999\n", - "Epoch 94/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 10.2449 - mean_squared_error: 10.2449\n", - "Epoch 95/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 10.0525 - mean_squared_error: 10.0525\n", - "Epoch 96/100\n", - "274/274 [==============================] - 2s 5ms/step - loss: 11.3375 - mean_squared_error: 11.3375\n", - "Epoch 97/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 11.6955 - mean_squared_error: 11.6955\n", - "Epoch 98/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 11.2546 - mean_squared_error: 11.2546\n", - "Epoch 99/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 10.2126 - mean_squared_error: 10.2126\n", - "Epoch 100/100\n", - "274/274 [==============================] - 2s 6ms/step - loss: 8.5690 - mean_squared_error: 8.5690\n" + "Epoch 1/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 1148.3020 - mean_squared_error: 1148.3020\n", + "Epoch 2/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 763.9616 - mean_squared_error: 763.9616\n", + "Epoch 3/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 545.3013 - mean_squared_error: 545.3013\n", + "Epoch 4/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 461.5141 - mean_squared_error: 461.5141\n", + "Epoch 5/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 422.0508 - mean_squared_error: 422.0508\n", + "Epoch 6/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 391.7643 - mean_squared_error: 391.7643\n", + "Epoch 7/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 331.7844 - mean_squared_error: 331.7844\n", + "Epoch 8/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 301.6153 - mean_squared_error: 301.6153\n", + "Epoch 9/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 260.0949 - mean_squared_error: 260.0949\n", + "Epoch 10/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 224.1433 - mean_squared_error: 224.1433\n", + "Epoch 11/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 201.2247 - mean_squared_error: 201.2247\n", + "Epoch 12/80\n", + "274/274 [==============================] - 1s 5ms/step - loss: 170.9166 - mean_squared_error: 170.9166\n", + "Epoch 13/80\n", + "274/274 [==============================] - 1s 5ms/step - loss: 139.1919 - mean_squared_error: 139.1919\n", + "Epoch 14/80\n", + "274/274 [==============================] - 1s 5ms/step - loss: 115.9581 - mean_squared_error: 115.9581\n", + "Epoch 15/80\n", + "274/274 [==============================] - 1s 5ms/step - loss: 103.9778 - mean_squared_error: 103.9778\n", + "Epoch 16/80\n", + "274/274 [==============================] - 1s 5ms/step - loss: 88.2708 - mean_squared_error: 88.2708\n", + "Epoch 17/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 72.0225 - mean_squared_error: 72.0225\n", + "Epoch 18/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 63.5714 - mean_squared_error: 63.5714\n", + "Epoch 19/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 56.0757 - mean_squared_error: 56.0757\n", + "Epoch 20/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 52.9535 - mean_squared_error: 52.9535\n", + "Epoch 21/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 50.0143 - mean_squared_error: 50.0143\n", + "Epoch 22/80\n", + "274/274 [==============================] - 2s 7ms/step - loss: 41.2315 - mean_squared_error: 41.2315\n", + "Epoch 23/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 39.8365 - mean_squared_error: 39.8365\n", + "Epoch 24/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 41.5614 - mean_squared_error: 41.5614\n", + "Epoch 25/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 42.3862 - mean_squared_error: 42.3862\n", + "Epoch 26/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 38.0177 - mean_squared_error: 38.0177\n", + "Epoch 27/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 36.0990 - mean_squared_error: 36.0990\n", + "Epoch 28/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 41.5000 - mean_squared_error: 41.5000\n", + "Epoch 29/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 37.8813 - mean_squared_error: 37.8813\n", + "Epoch 30/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 37.9894 - mean_squared_error: 37.9894\n", + "Epoch 31/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 31.0013 - mean_squared_error: 31.0013\n", + "Epoch 32/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 24.9764 - mean_squared_error: 24.9764\n", + "Epoch 33/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 31.9433 - mean_squared_error: 31.9433\n", + "Epoch 34/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 31.7013 - mean_squared_error: 31.7013\n", + "Epoch 35/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 29.5324 - mean_squared_error: 29.5324\n", + "Epoch 36/80\n", + "274/274 [==============================] - 2s 5ms/step - loss: 32.4733 - mean_squared_error: 32.4733\n", + "Epoch 37/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 23.7742 - mean_squared_error: 23.7742\n", + "Epoch 38/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 27.0307 - mean_squared_error: 27.0307\n", + "Epoch 39/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 28.7847 - mean_squared_error: 28.7847\n", + "Epoch 40/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 31.0826 - mean_squared_error: 31.0826\n", + "Epoch 41/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 26.5976 - mean_squared_error: 26.5976\n", + "Epoch 42/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 24.3899 - mean_squared_error: 24.3899\n", + "Epoch 43/80\n", + "274/274 [==============================] - 2s 7ms/step - loss: 20.7662 - mean_squared_error: 20.7662\n", + "Epoch 44/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 19.0226 - mean_squared_error: 19.0226\n", + "Epoch 45/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 19.3724 - mean_squared_error: 19.3724\n", + "Epoch 46/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 24.7011 - mean_squared_error: 24.7011\n", + "Epoch 47/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 25.1954 - mean_squared_error: 25.1954\n", + "Epoch 48/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 29.5989 - mean_squared_error: 29.5989\n", + "Epoch 49/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 22.7573 - mean_squared_error: 22.7573\n", + "Epoch 50/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 23.1566 - mean_squared_error: 23.1566\n", + "Epoch 51/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 18.3705 - mean_squared_error: 18.3705\n", + "Epoch 52/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 16.7029 - mean_squared_error: 16.7029\n", + "Epoch 53/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 16.9602 - mean_squared_error: 16.9602\n", + "Epoch 54/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 21.2996 - mean_squared_error: 21.2996\n", + "Epoch 55/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 19.7800 - mean_squared_error: 19.7800\n", + "Epoch 56/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 19.7060 - mean_squared_error: 19.7060\n", + "Epoch 57/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 20.6657 - mean_squared_error: 20.6657\n", + "Epoch 58/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 19.9114 - mean_squared_error: 19.9114\n", + "Epoch 59/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 15.5104 - mean_squared_error: 15.5104\n", + "Epoch 60/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 14.6696 - mean_squared_error: 14.6696\n", + "Epoch 61/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 15.2659 - mean_squared_error: 15.2659\n", + "Epoch 62/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 18.6857 - mean_squared_error: 18.6857\n", + "Epoch 63/80\n", + "274/274 [==============================] - 2s 7ms/step - loss: 19.9120 - mean_squared_error: 19.9120\n", + "Epoch 64/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 22.7588 - mean_squared_error: 22.7588\n", + "Epoch 65/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 18.3624 - mean_squared_error: 18.3624\n", + "Epoch 66/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 19.8439 - mean_squared_error: 19.8439\n", + "Epoch 67/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 15.1439 - mean_squared_error: 15.1439\n", + "Epoch 68/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 14.6623 - mean_squared_error: 14.6623\n", + "Epoch 69/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 14.0223 - mean_squared_error: 14.0223\n", + "Epoch 70/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 20.7763 - mean_squared_error: 20.7763\n", + "Epoch 71/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 19.1875 - mean_squared_error: 19.1875\n", + "Epoch 72/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 14.1436 - mean_squared_error: 14.1436\n", + "Epoch 73/80\n", + "274/274 [==============================] - 2s 7ms/step - loss: 14.2062 - mean_squared_error: 14.2062\n", + "Epoch 74/80\n", + "274/274 [==============================] - 2s 7ms/step - loss: 10.8038 - mean_squared_error: 10.8038\n", + "Epoch 75/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 10.9576 - mean_squared_error: 10.9576\n", + "Epoch 76/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 12.1856 - mean_squared_error: 12.1856\n", + "Epoch 77/80\n", + "274/274 [==============================] - 2s 7ms/step - loss: 12.5274 - mean_squared_error: 12.5274\n", + "Epoch 78/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 14.9551 - mean_squared_error: 14.9551\n", + "Epoch 79/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 15.9294 - mean_squared_error: 15.9294\n", + "Epoch 80/80\n", + "274/274 [==============================] - 2s 6ms/step - loss: 16.6070 - mean_squared_error: 16.6070\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 308, + "execution_count": 329, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.compile(loss= \"mean_squared_error\" , optimizer=\"adam\", metrics=[\"mean_squared_error\"])\n", - "model.fit(x, y, epochs=100)" + "model.fit(x, y, epochs=80)" ] }, { "cell_type": "code", - "execution_count": 309, + "execution_count": 330, "id": "bad4d35a", "metadata": {}, "outputs": [], @@ -1343,7 +1303,7 @@ }, { "cell_type": "code", - "execution_count": 310, + "execution_count": 331, "id": "a3b6fff0", "metadata": {}, "outputs": [ @@ -1353,7 +1313,7 @@ "9480" ] }, - "execution_count": 310, + "execution_count": 331, "metadata": {}, "output_type": "execute_result" } @@ -1365,7 +1325,7 @@ }, { "cell_type": "code", - "execution_count": 311, + "execution_count": 332, "id": "cdf89362", "metadata": {}, "outputs": [ @@ -1375,7 +1335,7 @@ "9480" ] }, - "execution_count": 311, + "execution_count": 332, "metadata": {}, "output_type": "execute_result" } @@ -1387,7 +1347,7 @@ }, { "cell_type": "code", - "execution_count": 312, + "execution_count": 333, "id": "fe00b876", "metadata": {}, "outputs": [ @@ -1774,7 +1734,7 @@ "[9480 rows x 73 columns]" ] }, - "execution_count": 312, + "execution_count": 333, "metadata": {}, "output_type": "execute_result" } @@ -1786,7 +1746,7 @@ }, { "cell_type": "code", - "execution_count": 313, + "execution_count": 334, "id": "657a7976", "metadata": {}, "outputs": [ @@ -2173,7 +2133,7 @@ "[720 rows x 73 columns]" ] }, - "execution_count": 313, + "execution_count": 334, "metadata": {}, "output_type": "execute_result" } @@ -2185,7 +2145,7 @@ }, { "cell_type": "code", - "execution_count": 314, + "execution_count": 335, "id": "1163c550", "metadata": {}, "outputs": [ @@ -2203,7 +2163,7 @@ }, { "cell_type": "code", - "execution_count": 315, + "execution_count": 336, "id": "6c24ee76", "metadata": {}, "outputs": [