![\"Open](\"https://colab.research.google.com/assets/colab-badge.svg\"){kind=icon}
"
]
},
{
"cell_type": "markdown",
"source": [
"# LSTM WITH TENSORFLOW FOR AUSGAS"
],
"metadata": {
"id": "UHdN78XRcpJ8"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "eV_qqGQ6b_7m",
"outputId": "c931f8db-04d2-45fa-88e6-b2271f8e1249"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Mounted at /content/drive\n"
]
}
],
"source": [
"from google.colab import drive\n",
"drive.mount('/content/drive')\n"
]
},
{
"cell_type": "code",
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"from sklearn.metrics import mean_squared_error\n",
"import tensorflow as tf\n"
],
"metadata": {
"id": "wTntdzjAcG0N"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"aus_path = '/content/drive/MyDrive/Datasets/AusGas.csv'\n",
"datasets_ts = pd.read_csv(aus_path)\n",
"datasets_ts.head()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
},
"id": "MGrwFf_2cSPs",
"outputId": "ac27e3b0-f97d-4ffa-c970-0ebf38a07d13"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Month GasProd\n",
"0 Jan-1956 1709\n",
"1 Feb-1956 1646\n",
"2 Mar-1956 1794\n",
"3 Apr-1956 1878\n",
"4 May-1956 2173"
],
"text/html": [
"\n",
" | \n", " | Month | \n", "GasProd | \n", "
|---|---|---|
| 0 | \n", "Jan-1956 | \n", "1709 | \n", "
| 1 | \n", "Feb-1956 | \n", "1646 | \n", "
| 2 | \n", "Mar-1956 | \n", "1794 | \n", "
| 3 | \n", "Apr-1956 | \n", "1878 | \n", "
| 4 | \n", "May-1956 | \n", "2173 | \n", "
| \n", " | Date | \n", "Value | \n", "
|---|---|---|
| 0 | \n", "01-01-1949 | \n", "5.255053 | \n", "
| 1 | \n", "01-04-1949 | \n", "5.261516 | \n", "
| 2 | \n", "01-07-1949 | \n", "5.268013 | \n", "
| 3 | \n", "01-10-1949 | \n", "5.274564 | \n", "
| 4 | \n", "01-01-1950 | \n", "5.281182 | \n", "