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taruma_demo_perbandingan_model_rnn_debit_aliran.ipynb
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"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/taruma/9d1ef5c6d629c792bed0c3f68b324675/taruma_demo_perbandingan_model_rnn_debit_aliran.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "rhZHMoIzquoF"
},
"source": [
"# Perbandingan Model Variasi _Recurrent Neural Networks_ Pada Kasus Prediksi Debit Aliran\n",
"\n",
"Buku (_Notebook_) ini akan membandingkan hasil prediksi debit aliran dari model konseptual (NRECA dan FJMOCK) dan beberapa model _Deep Learning_ yaitu _Artificial Neural Network_ (_Multi Layer Perceptron_ (MLP)) dan variasi _Recurrent Neural Networks_ (Vanila RNN, _Long Short-Term Memory_ (LSTM), _Gated Recurrent Unit_ (GRU)). Buku ini lebih mengutamakan implementasi penggunaan, dan mempresentasikan hasil dari masing-masing model (visualisasi).\n",
"\n",
"Buku ini juga memeragakan penggunaan hidrokit versi 0.3.5. Informasi mengenai hidrokit dapat dibaca di [hidrokit.github.io/hidrokit](https://hidrokit.github.io/hidrokit)."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "QEb-yCBfCAyl"
},
"source": [
"## PENGATURAN BUKU\n",
"\n",
"Buku ini dikembangkan menggunakan Google Colab. _Runtime_ Google Colab digunakan saat pelatihan model, sedangkan _runtime_ lokal untuk evaluasi dan pengembangan kode."
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:18.616825Z",
"start_time": "2020-02-01T11:25:18.612836Z"
},
"id": "nGpSnl62f5LG",
"outputId": "2ac58cc9-e124-40b7-8509-b4fe6479bffd",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"#@title PENGGUNAAN RUNTIME (GOOGLE COLAB/LOKAL) {display-mode:\"form\", run:\"auto\"}\n",
"# Using Google Colab or Local System\n",
"_IS_LOCAL = True #@param {type:\"boolean\"}\n",
"\n",
"(print('RUNTIME: LOKAL') if _IS_LOCAL else print('RUNTIME: GOOGLE COLAB'))"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"RUNTIME: LOKAL\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:18.623806Z",
"start_time": "2020-02-01T11:25:18.619824Z"
},
"id": "HuEuCAI9qlXW",
"outputId": "1128c478-7142-4b60-8186-7783d53711fe",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"#@title PENGGUNAAN MODEL TERKALIBRASI {display-mode:\"form\", run:\"auto\"}\n",
"#@markdown Model NRECA & FJ. MOCK\n",
"_USE_CALIBRATED_MODEL = True #@param {type:\"boolean\"}\n",
"\n",
"_CALD_NRECA_BULANAN = 'nreca_res_bulanan.csv' #@param {type:\"string\"}\n",
"_CALD_NRECA_2p = 'nreca_res_2p.csv' #@param {type:\"string\"}\n",
"\n",
"_CALD_FJMOCK_BULANAN = 'fjmock_res_bulanan.csv' #@param {type:\"string\"}\n",
"_CALD_FJMOCK_2p = 'fjmock_res_2p.csv' #@param {type:\"string\"}\n",
"\n",
"print(f'USE CALIBRATED MODEL: {_USE_CALIBRATED_MODEL}')"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"USE CALIBRATED MODEL: True\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:18.631791Z",
"start_time": "2020-02-01T11:25:18.625802Z"
},
"id": "JwzDX_57sZ3k",
"outputId": "f6a351cd-0f24-4183-adcd-f310a2b37e44",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"#@title PENGGUNAAN MODEL TERLATIH {display-mode:\"form\", run:\"auto\"}\n",
"#@markdown Model ANN, RNN, LSTM, dan GRU\n",
"_USE_TRAINED_MODEL = True #@param {type:\"boolean\"}\n",
"\n",
"#@markdown ## ANN\n",
"# ANN\n",
"_TRAINED_ANN_MODEL_TS5 = 'ann_model_ts5.h5' #@param {type:\"string\"}\n",
"_ANN_HISTORY_TS5 = 'ann_history_ts5.csv' #@param {type:\"string\"}\n",
"_TRAINED_ANN_MODEL_TS10 = 'ann_model_ts10.h5' #@param {type:\"string\"}\n",
"_ANN_HISTORY_TS10 = 'ann_history_ts10.csv' #@param {type:\"string\"}\n",
"_TRAINED_ANN_MODEL_TS365 = 'ann_model_ts365.h5' #@param {type:\"string\"}\n",
"_ANN_HISTORY_TS365 = 'ann_history_ts365.csv' #@param {type:\"string\"}\n",
"\n",
"#@markdown ## RNN\n",
"# RNN\n",
"_TRAINED_RNN_MODEL_TS5 = 'rnn_model_ts5.h5' #@param {type:\"string\"}\n",
"_RNN_HISTORY_TS5 = 'rnn_history_ts5.csv' #@param {type:\"string\"}\n",
"_TRAINED_RNN_MODEL_TS10 = 'rnn_model_ts10.h5' #@param {type:\"string\"}\n",
"_RNN_HISTORY_TS10 = 'rnn_history_ts10.csv' #@param {type:\"string\"}\n",
"_TRAINED_RNN_MODEL_TS365 = 'rnn_model_ts365.h5' #@param {type:\"string\"}\n",
"_RNN_HISTORY_TS365 = 'rnn_history_ts365.csv' #@param {type:\"string\"}\n",
"\n",
"#@markdown ## LSTM\n",
"# LSTM\n",
"_TRAINED_LSTM_MODEL_TS5 = 'lstm_model_ts5.h5' #@param {type:\"string\"}\n",
"_LSTM_HISTORY_TS5 = 'lstm_history_ts5.csv' #@param {type:\"string\"}\n",
"_TRAINED_LSTM_MODEL_TS10 = 'lstm_model_ts10.h5' #@param {type:\"string\"}\n",
"_LSTM_HISTORY_TS10 = 'lstm_history_ts10.csv' #@param {type:\"string\"}\n",
"_TRAINED_LSTM_MODEL_TS365 = 'lstm_model_ts365.h5' #@param {type:\"string\"}\n",
"_LSTM_HISTORY_TS365 = 'lstm_history_ts365.csv' #@param {type:\"string\"}\n",
"\n",
"#@markdown ## GRU\n",
"# GRU\n",
"_TRAINED_GRU_MODEL_TS5 = 'gru_model_ts5.h5' #@param {type:\"string\"}\n",
"_GRU_HISTORY_TS5 = 'gru_history_ts5.csv' #@param {type:\"string\"}\n",
"_TRAINED_GRU_MODEL_TS10 = 'gru_model_ts10.h5' #@param {type:\"string\"}\n",
"_GRU_HISTORY_TS10 = 'gru_history_ts10.csv' #@param {type:\"string\"}\n",
"_TRAINED_GRU_MODEL_TS365 = 'gru_model_ts365.h5' #@param {type:\"string\"}\n",
"_GRU_HISTORY_TS365 = 'gru_history_ts365.csv' #@param {type:\"string\"}\n",
"\n",
"#@markdown ## RECORD RUNNING\n",
"# GRU\n",
"_RECORDED_RUN = 'recorded_run.csv' #@param {type:\"string\"}\n",
"\n",
"print(f'USE TRAINED MODEL: {_USE_TRAINED_MODEL}')"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"USE TRAINED MODEL: True\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "wNWaxixdXOjl"
},
"source": [
"#@title TAMPIL/SIMPAN GAMBAR {display-mode:\"form\", run:\"auto\"}\n",
"_SHOW_IMAGES = True #@param {type:\"boolean\"}\n",
"_SAVE_IMAGE = True #@param {type:\"boolean\"}\n"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "EADw4nCLq_cJ"
},
"source": [
"# INISIASI"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:18.638766Z",
"start_time": "2020-02-01T11:25:18.634777Z"
},
"id": "eUj8CmTusdxT"
},
"source": [
"if _IS_LOCAL:\n",
" pass\n",
"else:\n",
" %tensorflow_version 2.x"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:18.644751Z",
"start_time": "2020-02-01T11:25:18.640762Z"
},
"cellView": "form",
"id": "dNKNxTy5mxso"
},
"source": [
"from pathlib import Path\n",
"if _IS_LOCAL:\n",
" _LOCAL_DIRECTORY = './_dropbox/vivaldi' #@param {type:\"string\"}\n",
" _DIRECTORY = Path(_LOCAL_DIRECTORY) \n",
" _DIRIMAGE = _DIRECTORY / 'img'\n",
"else:\n",
" from google.colab import drive\n",
" drive.mount('/content/gdrive')\n",
" _CLOUD_DIRECTORY = '/content/gdrive/My Drive/Colab Notebooks/_dropbox/vivaldi' #@param {type:\"string\"}\n",
" _DIRECTORY = Path(_CLOUD_DIRECTORY)\n",
" _DIRIMAGE = _DIRECTORY / 'img'"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:20.093584Z",
"start_time": "2020-02-01T11:25:18.646746Z"
},
"id": "8Q30ILUXqj_g",
"outputId": "61aacfe5-eb94-4d1c-8379-9bacde8958f9",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"print(':: MEMERIKSA PAKET HIDROKIT')\n",
"try:\n",
" import hidrokit\n",
"except ModuleNotFoundError:\n",
" print(':: MEMASANG PAKET HIDROKIT')\n",
" !pip install hidrokit -q"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MEMERIKSA PAKET HIDROKIT\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:21.233021Z",
"start_time": "2020-02-01T11:25:20.094578Z"
},
"id": "tvQWwKYurXGV",
"outputId": "981b9f7f-a856-4435-9702-2f78c44dd1b5",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"print(':: MEMERIKSA PAKET HYDROERR')\n",
"try:\n",
" import HydroErr\n",
"except ModuleNotFoundError:\n",
" print(':: INSTALASI PAKET HYDROERR')\n",
" !pip install HydroErr -q\n",
" import HydroErr"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MEMERIKSA PAKET HYDROERR\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:25.050586Z",
"start_time": "2020-02-01T11:25:21.235013Z"
},
"id": "eRQnQgvtri1q",
"outputId": "15a0ecf3-4799-41c8-ad05-cde64bd08482",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 170
}
},
"source": [
"def _check_system(PACKAGE_LIST='numpy pandas matplotlib'):\n",
" from pkg_resources import get_distribution\n",
" from sys import version_info\n",
"\n",
" print(':: INFORMASI VERSI SISTEM')\n",
" print(':: {:>12s} version: {:<10s}'.format(\n",
" 'python', \n",
" '{}.{}.{}'.format(*version_info[:3]))\n",
" )\n",
" for package in PACKAGE_LIST.split():\n",
" print(':: {:>12s} version: {:<10s}'.format(\n",
" package, \n",
" get_distribution(package).version)\n",
" )\n",
"\n",
"def _check_tf():\n",
" import tensorflow as tf\n",
" print(':: {:>12s} version: {:<10s}'.format(\n",
" 'tensorflow', \n",
" tf.__version__)\n",
" )\n",
" print(':: {:>12s} version: {:<10s}'.format(\n",
" 'keras', \n",
" tf.keras.__version__)\n",
" )\n",
"\n",
"_check_system('numpy pandas matplotlib hydroerr hidrokit')\n",
"_check_tf()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: INFORMASI VERSI SISTEM\n",
":: python version: 3.6.10 \n",
":: numpy version: 1.18.1 \n",
":: pandas version: 1.0.0 \n",
":: matplotlib version: 3.1.3 \n",
":: hydroerr version: 1.24 \n",
":: hidrokit version: 0.3.5 \n",
":: tensorflow version: 2.0.0 \n",
":: keras version: 2.2.4-tf \n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:25.073511Z",
"start_time": "2020-02-01T11:25:25.052577Z"
},
"id": "n2kGSsnfrl_S",
"outputId": "fd969412-8ce4-46ff-b3b2-5af1f1e37110",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import HydroErr as he\n",
"import seaborn as sns\n",
"import re\n",
"import os\n",
"import contextlib\n",
"\n",
"from hidrokit.contrib.taruma import (\n",
" hk43, hk53, hk73, hk79, hk84,\n",
" hk88, hk89, hk90, hk96, hk98,\n",
" hk99, hk106, hk87\n",
")\n",
"from hidrokit.prep import timeseries\n",
"from itertools import product\n",
"\n",
"# TENSORFLOW\n",
"from tensorflow.keras.models import load_model\n",
"from tensorflow.keras.callbacks import EarlyStopping\n",
"\n",
"pd.options.display.float_format = '{:.5f}'.format\n",
"\n",
"print(':: IMPORT LIBRARY')"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: IMPORT LIBRARY\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:25.078498Z",
"start_time": "2020-02-01T11:25:25.074483Z"
},
"id": "HpWgaz_t_L8f"
},
"source": [
"from contextlib import contextmanager\n",
"from datetime import datetime, timezone, timedelta\n",
"\n",
"#ref: https://stackoverflow.com/a/20924212/4886384\n",
"\n",
"_RECORD_RUNNING = {}\n",
"\n",
"@contextmanager\n",
"def timeit_context(process, info_list=_RECORD_RUNNING):\n",
" starttime = datetime.now(timezone(timedelta(hours=7)))\n",
" str_start = starttime.strftime(\"%Y%m%d %H:%M\")\n",
" print(f':: {process} START: {str_start}')\n",
" yield\n",
" endtime = datetime.now(timezone(timedelta(hours=7)))\n",
" str_end = endtime.strftime(\"%Y%m%d %H:%M\")\n",
" print(f':: {process} END: {str_end}')\n",
" elapsedtime = endtime - starttime\n",
" print(f':: {process} DURATION: {elapsedtime.seconds/60:.2f} min')\n",
" info_list[process] = [str_start, str_end, elapsedtime.seconds/60]\n",
"\n",
"def clean_title(title):\n",
" new = re.sub(r'\\W+', ' ', title).lower()\n",
" return new.replace(' ', '_')"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:31:04.898924Z",
"start_time": "2020-02-01T11:31:04.894960Z"
},
"id": "s9h-hQ7vVTwT"
},
"source": [
"# plt.style.use('seaborn-whitegrid')\n",
"# plt.style.use('seaborn-colorblind')\n",
"plt.rcParams['axes.xmargin'] = 0\n",
"plt.rcParams['axes.ymargin'] = 0\n",
"plt.rcParams['legend.frameon'] = True\n",
"plt.rcParams['legend.loc'] = 'upper right'"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "9vAgpYV1t66W"
},
"source": [
"# DATASET\n",
"\n",
"Dataset yang digunakan sama dengan dataset pada `LI-#3`, sehingga akuisisi dataset dan prapemrosesan data akan dipersingkat dalam penulisan kodenya beserta penjelasannya. "
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:25.092340Z",
"start_time": "2020-02-01T11:25:25.086366Z"
},
"id": "l25nzfS-tAP2",
"outputId": "d3e471d3-0387-4cce-fbdd-ca3433ba7d11",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"source": [
"URL_DEBIT = 'https://taruma.github.io/assets/hidrokit_dataset/hidrokit_poc_demo_debit.xlsx'\n",
"URL_HUJAN = 'https://taruma.github.io/assets/hidrokit_dataset/hidrokit_poc_demo_hujan.xlsx'\n",
"URL_KLIMATOLOGI = 'https://taruma.github.io/assets/hidrokit_dataset/hidrokit_poc_demo_klimatologi.xlsx'\n",
"\n",
"print(':: ALAMAT DATASET')\n",
"print(f':: URL_HUJAN = {URL_HUJAN}')\n",
"print(f':: URL_DEBIT = {URL_DEBIT}')\n",
"print(f':: URL_KLIMATOLOGI = {URL_KLIMATOLOGI}')"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: ALAMAT DATASET\n",
":: URL_HUJAN = https://taruma.github.io/assets/hidrokit_dataset/hidrokit_poc_demo_hujan.xlsx\n",
":: URL_DEBIT = https://taruma.github.io/assets/hidrokit_dataset/hidrokit_poc_demo_debit.xlsx\n",
":: URL_KLIMATOLOGI = https://taruma.github.io/assets/hidrokit_dataset/hidrokit_poc_demo_klimatologi.xlsx\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:33.927304Z",
"start_time": "2020-02-01T11:25:25.094322Z"
},
"id": "NeQjbsWtt-fz",
"outputId": "2a821cea-c238-4e8a-df54-61ac59a85837",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"source": [
"def _parse_stations(stations):\n",
" return stations.replace(' ', '').split(',')\n",
"\n",
"print(':: MEMBACA INFO DATASET HUJAN DAN DEBIT')\n",
"info_hujan = hk79._get_info(URL_HUJAN)\n",
"info_debit = hk79._get_info(URL_DEBIT)\n",
"stations_hujan = _parse_stations(info_hujan['stations'])\n",
"stations_debit = _parse_stations(info_debit['stations'])"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MEMBACA INFO DATASET HUJAN DAN DEBIT\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "-l_Qt4hVuJvY"
},
"source": [
"# TAHAP 1: AKUISISI DATASET\n",
"\n",
"Lihat `LI-#3` untuk lebih detail."
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:38.201211Z",
"start_time": "2020-02-01T11:25:33.928174Z"
},
"id": "96qHIMskuF48",
"outputId": "0872196c-7da0-4d90-ab84-7d9ce65254f3",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 68
}
},
"source": [
"print(':: MEMBACA DATA HUJAN DARI [URL_HUJAN]')\n",
"dataset_hujan = hk88.read_workbook(URL_HUJAN, stations_hujan)\n",
"print(':: MEMBACA DATA DEBIT DARI [URL_DEBIT]')\n",
"dataset_debit = hk88.read_workbook(URL_DEBIT, stations_debit)\n",
"print(':: MEMBACA DATA KLIMATOLOGI DARI [URL_KLIMATOLOGI]')\n",
"dataset_klimatologi = hk73._read_bmkg(URL_KLIMATOLOGI)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MEMBACA DATA HUJAN DARI [URL_HUJAN]\n",
":: MEMBACA DATA DEBIT DARI [URL_DEBIT]\n",
":: MEMBACA DATA KLIMATOLOGI DARI [URL_KLIMATOLOGI]\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "PTxO07UDucJ6"
},
"source": [
"# TAHAP 2: PRAPEMROSESAN DATA\n",
"\n",
"Lihat `LI-#3` untuk lebih detail."
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:45.046518Z",
"start_time": "2020-02-01T11:25:45.042518Z"
},
"id": "ZI1dh3FFuZhv"
},
"source": [
"def find_invalid(df):\n",
" results = {}\n",
" for col in df.columns:\n",
" results[col] = hk43._check_invalid(df.loc[:, col].values)\n",
" return results"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:45.145777Z",
"start_time": "2020-02-01T11:25:45.048502Z"
},
"id": "RMfk45r5ue6T",
"outputId": "0a9f5764-6e4a-409f-e275-a760e7b70a8d",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 68
}
},
"source": [
"print(':: PRAPEMROSESAN DATA HUJAN')\n",
"invalid_hujan = find_invalid(dataset_hujan)\n",
"dataset_hujan[dataset_hujan == '-'] = 0\n",
"dataset_hujan = dataset_hujan.infer_objects()\n",
"dataset_hujan.interpolate(method='linear', inplace=True)\n",
"dataset_hujan.bfill(inplace=True)\n",
"print(':: PRAPEMROSESAN DATA DEBIT')\n",
"invalid_debit = find_invalid(dataset_debit)\n",
"dataset_debit[dataset_debit == '20.9.46'] = 209.46\n",
"dataset_debit[dataset_debit == 'tad'] = 0.\n",
"dataset_debit = dataset_debit.infer_objects()\n",
"dataset_debit.interpolate(method='linear', inplace=True)\n",
"print(':: PRAPEMROSESAN DATA KLIMATOLOGI')\n",
"_klim_col = ['Tavg', 'ss', 'RH_avg', 'ff_avg']\n",
"dataset_klimatologi = dataset_klimatologi[_klim_col].copy()\n",
"dataset_klimatologi.interpolate(method='linear', inplace=True)\n",
"dataset_klimatologi['ss'] = dataset_klimatologi['ss'] / 8 * 100\n",
"dataset_klimatologi.columns = ['TEMP', 'SUN', 'HUMID', 'WIND']"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: PRAPEMROSESAN DATA HUJAN\n",
":: PRAPEMROSESAN DATA DEBIT\n",
":: PRAPEMROSESAN DATA KLIMATOLOGI\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ud9R9ayKu38V"
},
"source": [
"# TAHAP 3: INPUT MODEL\n",
"\n",
"Input model untuk model konseptual dan _deep learning_ memiliki perbedaan yang cukup signifikan. Pada model konseptual, input data harus memiliki proses perhitungan hujan rata-rata, evapotranspirasi, yang kemudian dilanjutkan dengan perekapan data (_resample_) data menjadi perbulan atau per jumlah hari sembarang. \n",
"\n",
"Sedangkan untuk model _deep learning_, diupayakan untuk menggunakan input data \"sementah\" mungkin. Dari dataset yang ada, hanya dimanipulasi berdasarkan jumlah _timestep_ yang digunakan. "
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:47.857613Z",
"start_time": "2020-02-01T11:25:47.835927Z"
},
"id": "-RhZ_omqvCuk",
"outputId": "81eada64-9670-4121-867a-c726ddb57005",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"print(':: PERIODE DIMULAI DARI 1 MARET 1998')\n",
"_period = slice('19980301', None)\n",
"\n",
"hujan = dataset_hujan[_period]\n",
"debit = dataset_debit[_period]\n",
"klimatologi = dataset_klimatologi[_period]"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: PERIODE DIMULAI DARI 1 MARET 1998\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:47.874572Z",
"start_time": "2020-02-01T11:25:47.858600Z"
},
"id": "9Vdtk4PwvWU2",
"outputId": "a5772e69-b44e-42fe-a4c1-09465414d9c5",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"print(':: PENGGABUNGAN DATASET')\n",
"raw_dataset = pd.concat([hujan, klimatologi, debit], axis=1)\n",
"raw_dataset.columns = (\n",
" 'ch_A ch_B ch_C ch_D ch_E ch_F ch_G'.split() + \n",
" 'ch_H temp sun humid wind debit'.split()\n",
")"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: PENGGABUNGAN DATASET\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "NJNDgeyGu5uU"
},
"source": [
"## INPUT MODEL KONSEPTUAL\n",
"\n",
"Untuk model NRECA dan FJMOCK, dibuat dua set dataset dengan rekap per bulan dan per 2 periode (16 hari dan 15 hari)."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "kdVdZpe26lDM"
},
"source": [
"### Thiessen"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:47.884507Z",
"start_time": "2020-02-01T11:25:47.875531Z"
},
"id": "mUhdb0ehvEYA",
"outputId": "a190f51e-71e3-4331-92dc-8254e4168b26",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"AREA_BASIN = {\n",
" 'ch_A': 18.638, 'ch_B': 208.920, 'ch_C': 147.520,\n",
" 'ch_D': 499.413, 'ch_E': 205.003, 'ch_F': 76.695,\n",
" 'ch_G': 127.507, 'ch_H': 166.899\n",
"}\n",
"\n",
"print(':: MENGHITUNG HUJAN RERATA (THIESSEN)')\n",
"hujan_thiessen = hk99.apply_thiessen(\n",
" raw_dataset[list(AREA_BASIN.keys())], AREA_BASIN\n",
")"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MENGHITUNG HUJAN RERATA (THIESSEN)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ReLK1Qo56m5H"
},
"source": [
"### Evapotranspirasi"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:48.644928Z",
"start_time": "2020-02-01T11:25:47.885520Z"
},
"id": "v-j3x7LZ6sBy",
"outputId": "e07c2099-4b3b-47cc-ebb8-f6e76642187d",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 51
}
},
"source": [
"print(':: MENENTUKAN GARIS LINTANG LOKASI')\n",
"LATITUDE = '6.25 LS'\n",
"\n",
"print(':: MENGHITUNG EVAPOTRANSPIRASI MENGGUNAKAN RUMUS PENMAN')\n",
"eto_penman = hk106.ETo_Penman(\n",
" raw_dataset,\n",
" 'temp', 'humid', 'wind', 'sun',\n",
" lat=LATITUDE\n",
")"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MENENTUKAN GARIS LINTANG LOKASI\n",
":: MENGHITUNG EVAPOTRANSPIRASI MENGGUNAKAN RUMUS PENMAN\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:48.658489Z",
"start_time": "2020-02-01T11:25:48.645521Z"
},
"id": "AEs-3WS97K0G",
"outputId": "28d479e8-02c1-497c-d02d-834d0bed1dcb",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"print(':: PENGGABUNGAN DATASET UNTUK MODEL KONSEPTUAL')\n",
"dataset_concept = pd.concat([hujan_thiessen, eto_penman, debit], axis=1)\n",
"dataset_concept.columns = 'ch eto debit'.split()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: PENGGABUNGAN DATASET UNTUK MODEL KONSEPTUAL\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "hVmBryh36qpa"
},
"source": [
"### REKAP"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:48.664473Z",
"start_time": "2020-02-01T11:25:48.659487Z"
},
"id": "1Ybwc07uxaDT",
"outputId": "f5a09861-7c93-40ff-9f09-ce19df068091",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"print(':: OBJEK FUNGSI UNTUK PEREKAPAN DATA HUJAN')\n",
"def n_rain(x):\n",
" return (x > 0).sum()\n",
"\n",
"hujan_func = [np.sum, n_rain, len]\n",
"hujan_func_col = ['precip', 'nrain', 'ndays']"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: OBJEK FUNGSI UNTUK PEREKAPAN DATA HUJAN\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "5i_FukW2xkS9"
},
"source": [
"#### Bulanan"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:50.637833Z",
"start_time": "2020-02-01T11:25:48.665471Z"
},
"id": "8KdGhz99xcCQ",
"outputId": "5671c992-56c4-4028-81a4-d451b18009eb",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 272
}
},
"source": [
"print(':: MEMBUAT REKAP BULANAN')\n",
"hujan_bulanan = hk98.summary_station(\n",
" dataset_concept, column='ch', ufunc=hujan_func, ufunc_col=hujan_func_col\n",
" ).droplevel(0, axis=1)\n",
"\n",
"eto_bulanan = hk98.summary_station(\n",
" dataset_concept, column='eto', \n",
" ufunc=[np.sum, np.mean], ufunc_col=['eto', 'eto_mean']\n",
" ).droplevel(0, axis=1)\n",
"\n",
"debit_bulanan = hk98.summary_station(\n",
" dataset_concept, column='debit', ufunc=np.mean, ufunc_col='debit'\n",
" ).droplevel(0, axis=1)\n",
"\n",
"data_bulanan = pd.concat([hujan_bulanan, eto_bulanan, debit_bulanan], axis=1)\n",
"print(':: MENAMPILKAN INFO [data_bulanan]')\n",
"data_bulanan.info()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MEMBUAT REKAP BULANAN\n",
":: MENAMPILKAN INFO [data_bulanan]\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 130 entries, 1998-03-01 to 2008-12-01\n",
"Data columns (total 6 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 precip 130 non-null float64\n",
" 1 nrain 130 non-null float64\n",
" 2 ndays 130 non-null float64\n",
" 3 eto 130 non-null float64\n",
" 4 eto_mean 130 non-null float64\n",
" 5 debit 130 non-null float64\n",
"dtypes: float64(6)\n",
"memory usage: 7.1 KB\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:51.995705Z",
"start_time": "2020-02-01T11:25:50.638750Z"
},
"id": "Lfk9JCM4x2A6",
"outputId": "b2ebe213-67c2-4edf-a322-4bf951750adf",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 583
}
},
"source": [
"print(':: GRAFIK HUJAN DAN DEBIT [data_bulanan]')\n",
"if _SHOW_IMAGES:\n",
" data_bulanan[['precip', 'debit', 'eto', 'eto_mean']].plot(\n",
" subplots=True, sharex=True, \n",
" title=['PRECIP ($mm/bulan$)',\n",
" 'DEBIT ($m^3/hari$)',\n",
" 'ETO ($mm/bulan$)',\n",
" 'ETO_MEAN ($mm/hari$)'],\n",
" figsize=(20, 10), legend=False);"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: GRAFIK HUJAN DAN DEBIT [data_bulanan]\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1440x720 with 4 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "On3BVqs18es_"
},
"source": [
"#### 2 Periode"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:54.537522Z",
"start_time": "2020-02-01T11:25:51.998708Z"
},
"id": "hwgEVGQc8knK",
"outputId": "355e6a5c-50e1-4835-9072-9e321674738d",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 272
}
},
"source": [
"_ndays = '16D'\n",
"\n",
"print(':: MEMBUAT REKAP 2 PERIODE')\n",
"hujan_2p = hk98.summary_station(\n",
" dataset_concept, column='ch', ufunc=hujan_func, ufunc_col=hujan_func_col,\n",
" n_days=_ndays\n",
" ).droplevel(0, axis=1)\n",
"\n",
"eto_2p = hk98.summary_station(\n",
" dataset_concept, column='eto', \n",
" ufunc=[np.sum, np.mean], ufunc_col=['eto', 'eto_mean'],\n",
" n_days=_ndays\n",
" ).droplevel(0, axis=1)\n",
"\n",
"debit_2p = hk98.summary_station(\n",
" dataset_concept, column='debit', ufunc=np.mean, ufunc_col='debit',\n",
" n_days=_ndays\n",
" ).droplevel(0, axis=1)\n",
"\n",
"data_2p = pd.concat([hujan_2p, eto_2p, debit_2p], axis=1)\n",
"print(':: MENAMPILKAN INFO [data_2p]')\n",
"data_2p.info()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MEMBUAT REKAP 2 PERIODE\n",
":: MENAMPILKAN INFO [data_2p]\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 260 entries, 1998-03-01 to 2008-12-17\n",
"Data columns (total 6 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 precip 260 non-null float64\n",
" 1 nrain 260 non-null float64\n",
" 2 ndays 260 non-null float64\n",
" 3 eto 260 non-null float64\n",
" 4 eto_mean 260 non-null float64\n",
" 5 debit 260 non-null float64\n",
"dtypes: float64(6)\n",
"memory usage: 14.2 KB\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:55.719758Z",
"start_time": "2020-02-01T11:25:54.539517Z"
},
"id": "N02OrSur85PJ",
"outputId": "86ded273-b4e5-41e1-cee8-547d0ba6d095",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 584
}
},
"source": [
"print(':: GRAFIK HUJAN DAN DEBIT [data_2p]')\n",
"if _SHOW_IMAGES:\n",
" data_2p[['precip', 'debit', 'eto', 'eto_mean']].plot(\n",
" subplots=True, sharex=True, \n",
" title=['PRECIP ($mm/periode$)',\n",
" 'DEBIT ($m^3/hari$)',\n",
" 'ETO ($mm/periode$)',\n",
" 'ETO_MEAN ($mm/hari$)'],\n",
" figsize=(20, 10), legend=False);"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: GRAFIK HUJAN DAN DEBIT [data_2p]\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1440x720 with 4 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6BqtPsv2u7pj"
},
"source": [
"## INPUT MODEL DEEP LEARNING\n",
"\n",
"Train Set diakhiri pada tanggal 31 Desember 2006, dan Test set dimulai dari tanggal 1 Januari 2007. Input model untuk ANN berupa tensor 2 dimensi sedangkan untuk RNN berupa tensor 3 dimensi. Input model variasi RNN sama dengan input model RNN."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "bLaBLyBqgkef"
},
"source": [
"### Dataset"
]
},
{
"cell_type": "code",
"metadata": {
"id": "WK28542IXJf8"
},
"source": [
"import seaborn as sns"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "EkMpVWEzWSNS"
},
"source": [
"def plot_corr_mat(df, savefig=_SAVE_IMAGE):\n",
" corr = df.corr()\n",
" mask = np.triu(np.ones_like(corr, dtype=np.bool))\n",
" fig, ax = plt.subplots(figsize=(12, 10))\n",
" fig.tight_layout()\n",
" sns.heatmap(\n",
" corr, mask=mask, cmap='RdGy', \n",
" center=0, square=True, robust=True, \n",
" linewidth=.5, cbar_kws={'shrink':.7}, annot=True, ax=ax,\n",
" fmt='.2f',\n",
" annot_kws={'fontsize':'large'})\n",
" ax.set_title('Matriks Korelasi Dataset', fontweight='bold', fontsize='xx-large')\n",
"\n",
" if savefig:\n",
" plt.savefig(\n",
" _DIRIMAGE / 'grafik_korelasi_matriks.png',\n",
" dpi=150) \n",
"\n",
" return fig, ax\n",
"\n",
"def plot_pairplot(df, savefig=_SAVE_IMAGE):\n",
" grid = sns.pairplot(df, markers='+')\n",
" fig = grid.fig\n",
" fig.set_size_inches(15, 15)\n",
" fig.tight_layout()\n",
" fig.subplots_adjust(top=0.95)\n",
" fig.suptitle('Grafik PairPlot Dataset', fontweight='bold', fontsize='xx-large')\n",
"\n",
" if savefig:\n",
" plt.savefig(\n",
" _DIRIMAGE / 'grafik_pairplot_dataset.png',\n",
" dpi=150) \n",
"\n",
" return grid"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "47keS_LCZ09Y",
"outputId": "973b4336-f942-4fc9-d329-3a67c45d0463",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 718
}
},
"source": [
"plot_corr_mat(raw_dataset);"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 864x720 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "G07b7_Hwhy5G",
"outputId": "f78ee075-bd88-41d1-a7d1-6df3405e49cc",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"plot_pairplot(raw_dataset);"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1080x1080 with 182 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "BG5_65tsgtdQ"
},
"source": [
"### Prapemrosesan dataset"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:55.732062Z",
"start_time": "2020-02-01T11:25:55.721838Z"
},
"id": "2rsBwWiH_qcd",
"outputId": "03259d39-eb94-4ded-f285-5842b75a7d76",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"_SLICE_TRAIN = slice(None, '20061231')\n",
"_SLICE_TEST = slice('20070101', None)\n",
"\n",
"print(':: MEMISAHKAN DATA UNTUK TRAINING DAN TEST')\n",
"dataset_nn = raw_dataset.copy()\n",
"nn_train = raw_dataset[_SLICE_TRAIN]\n",
"nn_test = raw_dataset[_SLICE_TEST]"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MEMISAHKAN DATA UNTUK TRAINING DAN TEST\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:55.972989Z",
"start_time": "2020-02-01T11:25:55.735054Z"
},
"id": "1hJ8ufOg9Uaa",
"outputId": "a6bdb069-dd02-4387-8598-cedd528a455d",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"from sklearn.preprocessing import StandardScaler\n",
"sc = StandardScaler()\n",
"\n",
"print(':: NORMALISASI DATASET')\n",
"nn_train_scale = nn_train.copy()\n",
"nn_train_scale[:] = sc.fit_transform(nn_train[:])\n",
"nn_test_scale = nn_test.copy()\n",
"nn_test_scale[:] = sc.transform(nn_test[:])\n",
"dataset_nn_normalized = pd.concat([nn_train_scale, nn_test_scale], axis=0)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: NORMALISASI DATASET\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:55.979515Z",
"start_time": "2020-02-01T11:25:55.974984Z"
},
"id": "ba9etO2_4bwf"
},
"source": [
"sc_y = StandardScaler()\n",
"sc_y.scale_, sc_y.mean_, sc_y.var_, sc_y.n_samples_seen_ = (\n",
" sc.scale_[-1], sc.mean_[-1], sc.var_[-1], sc.n_samples_seen_\n",
")"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "UlF6vYfK9YTY"
},
"source": [
"### ANN"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:55.987491Z",
"start_time": "2020-02-01T11:25:55.982505Z"
},
"id": "2LCiGTTtnfz9"
},
"source": [
"def train_test_split_ann(data, timesteps, date_start, target_column=None):\n",
" feature_column = (\n",
" data.columns[:-1] if target_column is None else\n",
" data.drop(target_column, axis=1) \n",
" )\n",
"\n",
" table_ts = timeseries.timestep_table(\n",
" data, columns=feature_column, keep_first=False,\n",
" timesteps=timesteps\n",
" )\n",
"\n",
" train = table_ts.loc[slice(None, date_start)][:-1]\n",
" test = table_ts.loc[slice(date_start, None)]\n",
"\n",
" return train, test"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:56.243676Z",
"start_time": "2020-02-01T11:25:55.990541Z"
},
"id": "UX1lb1r4tIS_",
"outputId": "99d699dd-37e4-4927-ee7c-7042e5b3711e",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 119
}
},
"source": [
"_test_date_start = '20070101'\n",
"ann_train_ts5, ann_test_ts5 = train_test_split_ann(\n",
" dataset_nn_normalized, 5, _test_date_start\n",
")\n",
"\n",
"ann_train_ts10, ann_test_ts10 = train_test_split_ann(\n",
" dataset_nn_normalized, 10, _test_date_start\n",
")\n",
"\n",
"ann_train_ts365, ann_test_ts365 = train_test_split_ann(\n",
" dataset_nn_normalized, 365, _test_date_start\n",
")\n",
"\n",
"print(f'ann_train_ts5.shape = {ann_train_ts5.shape}')\n",
"print(f'ann_test_ts5.shape = {ann_test_ts5.shape}')\n",
"print(f'ann_train_ts10.shape = {ann_train_ts10.shape}')\n",
"print(f'ann_test_ts10.shape = {ann_test_ts10.shape}')\n",
"print(f'ann_train_ts365.shape = {ann_train_ts365.shape}')\n",
"print(f'ann_test_ts365.shape = {ann_test_ts365.shape}')"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"ann_train_ts5.shape = (3223, 61)\n",
"ann_test_ts5.shape = (731, 61)\n",
"ann_train_ts10.shape = (3218, 121)\n",
"ann_test_ts10.shape = (731, 121)\n",
"ann_train_ts365.shape = (2863, 4381)\n",
"ann_test_ts365.shape = (731, 4381)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "L1nr9nTAEt1l"
},
"source": [
"### RNN/LSTM/GRU"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:56.256642Z",
"start_time": "2020-02-01T11:25:56.246670Z"
},
"id": "BnkC8SREuzcv"
},
"source": [
"def train_test_split_rnn(data, timesteps, date_start,\n",
" feature_columns=None, target_column=None):\n",
"\n",
" feature_columns = (\n",
" data.columns.to_list()[:-1] if feature_columns is None else\n",
" feature_columns\n",
" )\n",
"\n",
" target_column = (\n",
" data.columns.to_list()[-1:] if target_column is None else\n",
" target_column\n",
" )\n",
"\n",
" rnn_X, rnn_y = hk53.tensor_array(\n",
" data, X_columns=feature_columns,\n",
" timesteps=timesteps,\n",
" y_out=True, y_columns=target_column\n",
" )\n",
"\n",
" ix_split = data.index.get_loc(date_start) - timesteps\n",
"\n",
" X_train = rnn_X[:ix_split, :, :]\n",
" y_train = rnn_y[:ix_split]\n",
"\n",
" X_test = rnn_X[ix_split:, :, :]\n",
" y_test = rnn_y[ix_split:]\n",
" \n",
" return (X_train, y_train), (X_test, y_test)\n"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:56.868290Z",
"start_time": "2020-02-01T11:25:56.264623Z"
},
"id": "rCzXa2SLw5dX"
},
"source": [
"((rnn_X_train_ts5, rnn_y_train_ts5),\n",
" (rnn_X_test_ts5, rnn_y_test_ts5)) = (\n",
" train_test_split_rnn(\n",
" dataset_nn_normalized, 5, _test_date_start\n",
" )\n",
" )\n",
"\n",
"((rnn_X_train_ts10, rnn_y_train_ts10),\n",
" (rnn_X_test_ts10, rnn_y_test_ts10)) = (\n",
" train_test_split_rnn(\n",
" dataset_nn_normalized, 10, _test_date_start\n",
" )\n",
" )\n",
"\n",
"((rnn_X_train_ts365, rnn_y_train_ts365),\n",
" (rnn_X_test_ts365, rnn_y_test_ts365)) = (\n",
" train_test_split_rnn(\n",
" dataset_nn_normalized, 365, _test_date_start\n",
" )\n",
" )"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:56.883911Z",
"start_time": "2020-02-01T11:25:56.873819Z"
},
"id": "sJnDMF_e2lDv",
"outputId": "b08b6ed2-b944-4393-c8f6-0c57e572a04e",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"source": [
"print(f'rnn_X_train_ts5.shape = {rnn_X_train_ts5.shape}')\n",
"print(f'rnn_y_train_ts5.shape = {rnn_y_train_ts5.shape}')\n",
"print(f'rnn_X_test_ts5.shape = {rnn_X_test_ts5.shape}')\n",
"print(f'rnn_y_test_ts5.shape = {rnn_y_test_ts5.shape}')\n",
"print('='*10)\n",
"print(f'rnn_X_train_ts10.shape = {rnn_X_train_ts10.shape}')\n",
"print(f'rnn_y_train_ts10.shape = {rnn_y_train_ts10.shape}')\n",
"print(f'rnn_X_test_ts10.shape = {rnn_X_test_ts10.shape}')\n",
"print(f'rnn_y_test_ts10.shape = {rnn_y_test_ts10.shape}')\n",
"print('='*10)\n",
"print(f'rnn_X_train_ts365.shape = {rnn_X_train_ts365.shape}')\n",
"print(f'rnn_y_train_ts365.shape = {rnn_y_train_ts365.shape}')\n",
"print(f'rnn_X_test_ts365.shape = {rnn_X_test_ts365.shape}')\n",
"print(f'rnn_y_test_ts365.shape = {rnn_y_test_ts365.shape}')"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"rnn_X_train_ts5.shape = (3223, 5, 12)\n",
"rnn_y_train_ts5.shape = (3223,)\n",
"rnn_X_test_ts5.shape = (731, 5, 12)\n",
"rnn_y_test_ts5.shape = (731,)\n",
"==========\n",
"rnn_X_train_ts10.shape = (3218, 10, 12)\n",
"rnn_y_train_ts10.shape = (3218,)\n",
"rnn_X_test_ts10.shape = (731, 10, 12)\n",
"rnn_y_test_ts10.shape = (731,)\n",
"==========\n",
"rnn_X_train_ts365.shape = (2863, 365, 12)\n",
"rnn_y_train_ts365.shape = (2863,)\n",
"rnn_X_test_ts365.shape = (731, 365, 12)\n",
"rnn_y_test_ts365.shape = (731,)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "pwJsbR5gG4Ej"
},
"source": [
"# TAHAP 4: MODEL KONSEPTUAL\n",
"\n",
"Implementasi model NRECA dan FJMOCK dibahas sebelumnya pada `LI-#3`."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "jEHBp9fp3SlI"
},
"source": [
"## Metrik"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:56.902860Z",
"start_time": "2020-02-01T11:25:56.887900Z"
},
"id": "Is6pznqCH1Sd"
},
"source": [
"def _slice_in_index(df, date_start, date_end):\n",
" dfc = df.copy()\n",
" dfc['index'] = np.arange(0, dfc.shape[0])\n",
" sub = dfc[slice(date_start, date_end)]\n",
" return slice(sub['index'].iloc[0], sub['index'].iloc[-1] + 1)\n",
"\n",
"def nse_bulanan_0608(simulasi, observasi):\n",
" sim = simulasi[slice_bulanan0608]\n",
" obs = observasi[slice_bulanan0608]\n",
" return he.nse(sim, obs)\n",
"\n",
"def nse_2p_0608(simulasi, observasi):\n",
" sim = simulasi[slice_2p0608]\n",
" obs = observasi[slice_2p0608]\n",
" return he.nse(sim, obs)\n",
"\n",
"slice_bulanan0608 = _slice_in_index(data_bulanan, '2006', '2008')\n",
"slice_2p0608 = _slice_in_index(data_2p, '2006', '2008')\n",
"\n",
"metrics_bulanan = [he.rmse, he.r_squared, he.nse, nse_bulanan_0608]\n",
"metrics_2p = [he.rmse, he.r_squared, he.nse, nse_2p_0608]\n",
"\n",
"metrics_parameter = {\n",
" 'met_names': ['RMSE', 'R2', 'NSE', 'NSE0608'],\n",
" 'met_sort': 'NSE',\n",
" 'met_min': False\n",
"}"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "rvnh5pu-G7gf"
},
"source": [
"## NRECA"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "jyEfEcQw-ccC"
},
"source": [
"### Kode & Parameter"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:56.913831Z",
"start_time": "2020-02-01T11:25:56.904855Z"
},
"id": "kZWUe91hHozW",
"outputId": "32ed3eb0-0724-460c-93d1-9d7b7f4aa116",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"print(':: MEMODIFIKASI FUNGSI .model_NRECA')\n",
"def model_NRECA_custom(df, precip_col, pet_col, ndays_col,\n",
" MSTOR, GSTOR, PSUB, GWF, CF, C, AREA,\n",
" as_df=True):\n",
"\n",
" nreca = hk89.model_NRECA(\n",
" df=df, precip_col=precip_col, pet_col=pet_col,\n",
" MSTOR=MSTOR, GSTOR=GSTOR, PSUB=PSUB, GWF=GWF, CF=CF, C=C, AREA=AREA,\n",
" as_df=True, report='flow'\n",
" )\n",
"\n",
" nreca['DISCHARGE'] = (\n",
" (nreca['FLOW']/1000) * AREA / (df[ndays_col] * 24 * 60 * 60))\n",
" nreca.drop(['FLOW'], axis=1, inplace=True)\n",
" if as_df is True:\n",
" return nreca\n",
" else:\n",
" return nreca['DISCHARGE'].values\n",
"\n",
"def plot_hidrograf(\n",
" df, sim_col, obs_col,\n",
" title='NRECA', add_title='Bulanan', \n",
" slice_model=None, obs_df=None,\n",
" params_kws=None,\n",
" savefig=_SAVE_IMAGE):\n",
" fig, ax = plt.subplots(figsize=(20, 5))\n",
"\n",
" if slice_model is None:\n",
" slice_model = slice(None, None)\n",
"\n",
" df.loc[slice_model, sim_col].plot(ax=ax, style='-', label='SIMULASI')\n",
"\n",
" if obs_df is None:\n",
" df.loc[slice_model, obs_col].plot(\n",
" ax=ax, style='--', label='OBSERVASI')\n",
" else:\n",
" obs_df.loc[slice_model, obs_col].plot(\n",
" ax=ax, style='--', label='OBSERVASI')\n",
"\n",
"\n",
" ax.set_title(\n",
" f'GRAFIK PERBANDINGAN SIMULASI {title} DAN OBSERVASI ({add_title})',\n",
" fontsize='xx-large', fontweight='bold')\n",
" ax.set_ylabel('Debit $m^3/s$')\n",
" ax.set_xlabel('Tanggal')\n",
" ax.legend()\n",
" ax.grid(True, axis='both')\n",
"\n",
" if params_kws is not None:\n",
" _val = [f'${{{key}}}$:${{{value:.2f}}}$' for key, value in params_kws.items()]\n",
" ax.text(0.01, 0.95, '$PARAMETER$\\n'+'\\n'.join(_val), transform=ax.transAxes,\n",
" ha='left', va='top',\n",
" bbox=dict(boxstyle='square', fc='w', alpha=0.6, ec='k'))\n",
"\n",
" fig.tight_layout()\n",
"\n",
" if savefig:\n",
" plt.savefig(\n",
" _DIRIMAGE / 'grafik_hidrograf_{}_{}.png'.format(\n",
" clean_title(title), clean_title(add_title), \n",
" ), \n",
" dpi=150) \n",
"\n",
" return fig, ax"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MEMODIFIKASI FUNGSI .model_NRECA\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:56.923804Z",
"start_time": "2020-02-01T11:25:56.915825Z"
},
"id": "9N0fKfLcG9-p"
},
"source": [
"def obs_val(obs_df):\n",
" return obs_df.loc[:, 'debit'].values\n",
"\n",
"calib_nreca_params = {\n",
" 'MSTOR': [1000],\n",
" 'GSTOR': [100],\n",
" 'PSUB': np.arange(0.1, 0.9, 0.005),\n",
" 'GWF': np.arange(0.1, 0.9, 0.005), \n",
"}\n",
"\n",
"func_nreca_params = {\n",
" 'CF': 0.6,\n",
" 'C': 0.25,\n",
" 'AREA': 1450.6e6,\n",
"\n",
" 'ndays_col': 'ndays',\n",
" 'precip_col': 'precip',\n",
" 'pet_col':'eto',\n",
" 'as_df': False,\n",
"}"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "bRp2zi3LQZLP"
},
"source": [
"### Bulanan"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:57.054775Z",
"start_time": "2020-02-01T11:25:56.926830Z"
},
"id": "9r-0VDuIHkpp",
"outputId": "fe238370-9b6e-4b10-be7b-06e083ce898a",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"func_nreca_params['df'] = data_bulanan\n",
"\n",
"if _USE_CALIBRATED_MODEL:\n",
" print(':: USING CALIBRATED MODEL')\n",
" nreca_res_bulanan = pd.read_csv(\n",
" _DIRECTORY / _CALD_NRECA_BULANAN, index_col=0\n",
" )\n",
"else:\n",
" with timeit_context('cal_nreca_bulanan'):\n",
" nreca_res_bulanan = hk90.calibration(\n",
" observed=data_bulanan, observed_func=obs_val,\n",
" func=model_NRECA_custom, calibration_parameter=calib_nreca_params,\n",
" func_parameter=func_nreca_params,\n",
" metrics=metrics_bulanan,\n",
" **metrics_parameter\n",
" )\n",
" nreca_res_bulanan.to_csv(_DIRECTORY / _CALD_NRECA_BULANAN)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: USING CALIBRATED MODEL\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-01T11:25:57.437287Z",
"start_time": "2020-02-01T11:25:57.056737Z"
},
"id": "aaG69OCMPrml",
"outputId": "6822bcc0-b395-4978-8ef0-307590851066",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 369
}
},
"source": [
"nreca_bulanan_best = hk90._best_parameter(nreca_res_bulanan, calib_nreca_params)\n",
"func_nreca_params['df'] = data_bulanan\n",
"func_nreca_params['as_df'] = True\n",
"nreca_bulanan = model_NRECA_custom(**func_nreca_params, **nreca_bulanan_best)\n",
"if _SHOW_IMAGES:\n",
" plot_hidrograf(nreca_bulanan, 'DISCHARGE', 'debit', obs_df=data_bulanan,\n",
" params_kws=nreca_bulanan_best)"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1440x360 with 1 Axes>"
],
"image/png": "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