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taruma_demo_poc_hidrologi.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "taruma_demo_poc_hidrologi.ipynb",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/taruma/4c1ed1212290965ecda056f45d7aaea2/taruma_demo_poc_hidrologi.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "hjxRPzHyO6wJ"
},
"source": [
"# Analisis hidrologi dengan hidrokit\n",
"\n",
"Buku (_notebook_) ini mendemonstrasikan analisis hidrologi menggunakan python dan paket hidrokit sebagai alternatif dari penggunaan _spreadsheet_ (Excel). Dataset yang digunakan merupakan dataset sembarang dengan nama sembarang. Kunjungi notebook manual untuk referensi lebih lanjut mengenai fungsi yang digunakan. Buku ini hanya untuk memeragakan penggunaan modul pada paket hidrokit sehingga kekeliruan teori/konsep mohon diabaikan.\n",
"\n",
"Buku ini memeragakan:\n",
"\n",
"- Mengambil dataset harian dari berkas excel yang menggunakan _template_ hidrokit. (hk88)\n",
"- Mengolah data dari berkas excel BMKG. (hk73)\n",
"- Menghitung curah hujan rerata dengan metode poligon thiessen (berdasarkan luas area yang telah diketahui). (hk99)\n",
"- Merekap data harian menjadi bulanan, 2 periode, dan 4 hari. (hk98)\n",
"- Perhitungan evapotranspirasi dengan 3 rumus yaitu Blaney-Criddle, Radiasi, dan Penman. (hk106)\n",
"- Pemodelan FJ Mock dan NRECA. (hk96, hk89)\n",
"- Menghitung debit andal (kurva durasi). (hk87)\n",
"- Mencari parameter model terbaik berdasarkan metrik NSE. (hk90)\n",
"\n",
"## Catatan\n",
"\n",
"- Buku ini harus menggunakan versi hidrokit >= 0.3.5. Kunjungi [halaman rilis update 0.3.5](https://github.com/hidrokit/hidrokit/releases/tag/0.3.5) untuk lebih jelasnya.\n",
"- Sitasi hidrokit dapat ditulis: Megariansyah, Taruma. hidrokit: analisis hidrologi dengan python. Zenodo. http://doi.org/10.5281/zenodo.3276220\n",
"- Jika memiliki pertanyaan, ide, saran, atau kritik dapat memulai diskusinya dengan membuat isu di [forum diskusi hidrokit](https://github.com/hidrokit/hidrokit/discussions), atau menghubungi saya di $hi@taruma.info$. "
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "khTLosW9rXI0"
},
"source": [
"# TAHAP 0: PERSIAPAN DAN DATASET"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "-jTa2mN0rcnC"
},
"source": [
"## Pengaturan Buku"
]
},
{
"cell_type": "code",
"metadata": {
"id": "-V2pR12hJ0Z-",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 51
},
"outputId": "79fc60f2-969b-43c0-8dba-4fc34d0dc366"
},
"source": [
"print(':: MEMERIKSA PAKET HIDROKIT')\n",
"try:\n",
" import hidrokit\n",
"except ModuleNotFoundError:\n",
" print(':: INSTALASI PAKET HIDROKIT')\n",
" !pip install hidrokit -q\n",
" import hidrokit"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MEMERIKSA PAKET HIDROKIT\n",
":: INSTALASI PAKET HIDROKIT\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "tsK28G-DUlKi"
},
"source": [
"menggunakan paket `HydroErr` yang telah dikembangkan oleh BYU-Hydroinformatics ([situs](https://github.com/BYU-Hydroinformatics/HydroErr)) untuk metrik evaluasi model hidrologi."
]
},
{
"cell_type": "code",
"metadata": {
"id": "dnC-_jieUpoJ",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 68
},
"outputId": "2c6c2e60-1e6b-448f-80c9-a11a1c945a0a"
},
"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",
":: INSTALASI PAKET HYDROERR\n",
" Building wheel for HydroErr (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "H-ATi7oMjYnx",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 136
},
"outputId": "f79d088b-916b-4a5b-f573-9855a264d053"
},
"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",
"_check_system('numpy pandas matplotlib hydroerr hidrokit')"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: INFORMASI VERSI SISTEM\n",
":: python version: 3.6.9 \n",
":: numpy version: 1.17.5 \n",
":: pandas version: 0.25.3 \n",
":: matplotlib version: 3.1.3 \n",
":: hydroerr version: 1.24 \n",
":: hidrokit version: 0.3.5 \n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "1GA5M8gSUApV",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
},
"outputId": "ffaedbac-3de1-4935-f444-a255ebd8b1a1"
},
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"pd.options.display.float_format = '{:.5f}'.format\n",
"\n",
"print(':: IMPORT LIBRARY (NUMPY, PANDAS, MATPLOTLIB)')"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: IMPORT LIBRARY (NUMPY, PANDAS, MATPLOTLIB)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ITEdh-3ErZ4f"
},
"source": [
"## Dataset"
]
},
{
"cell_type": "code",
"metadata": {
"id": "v24blODbVfxV",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 85
},
"outputId": "8224d7ba-a3c6-4da7-a668-bc626dab86cd"
},
"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": "markdown",
"metadata": {
"id": "IlHv6Q_tnJ6X"
},
"source": [
"Membaca informasi pada dataset hujan dan debit menggunakan `hidrokit.contrib.taruma.hk79` ([manual](https://gist.github.com/taruma/05dab67fac8313a94134ac02d0398897)). Modul ini hanya digunakan untuk membaca berkas excel yang telah mengikuti format penulisan oleh hidrokit."
]
},
{
"cell_type": "code",
"metadata": {
"id": "u38oil7SnAPL",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
},
"outputId": "a4b1fe54-aa6e-493c-9c21-952828eb425c"
},
"source": [
"from hidrokit.contrib.taruma import hk79\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)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MEMBACA INFO DATASET HUJAN DAN DEBIT\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "oVBQBsxjngsW",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 187
},
"outputId": "5795fefc-861b-4061-e80b-da37ef898ed9"
},
"source": [
"def _read_info(INFO):\n",
" for key, value in INFO.items():\n",
" print(':: {}: {}'.format(key, value)) if key != 'key' else None\n",
" print()\n",
"\n",
"print(':: INFO DATASET HUJAN')\n",
"_read_info(info_hujan)\n",
"print(':: INFO DATASET DEBIT')\n",
"_read_info(info_debit)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: INFO DATASET HUJAN\n",
":: n_stations: 8\n",
":: stations: CIRI, YENNEFER, TRISS, JASKIER, EMHYR, CRACH, ZOLTAN, ROACH\n",
":: source: SKELLIGE\n",
"\n",
":: INFO DATASET DEBIT\n",
":: n_stations: 1\n",
":: stations: GERALT\n",
":: source: Kaer Mohen\n",
"\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Kq5iGNX2oMnP",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 68
},
"outputId": "66334695-87ac-436f-cc5b-1cde155ef9f3"
},
"source": [
"def _parse_stations(stations):\n",
" return stations.replace(' ', '').split(',')\n",
"\n",
"print(':: MEMPEROLEH LIST STASIUN')\n",
"stations_hujan = _parse_stations(info_hujan['stations'])\n",
"stations_debit = _parse_stations(info_debit['stations'])\n",
"print(f':: stations_hujan = {stations_hujan}')\n",
"print(f':: stations_debit = {stations_debit}')"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MEMPEROLEH LIST STASIUN\n",
":: stations_hujan = ['CIRI', 'YENNEFER', 'TRISS', 'JASKIER', 'EMHYR', 'CRACH', 'ZOLTAN', 'ROACH']\n",
":: stations_debit = ['GERALT']\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "rEXSCI7-rRw3"
},
"source": [
"# TAHAP 1: AKUISISI DATASET\n",
"\n",
"Pembacaan dataset hujan dan debit menggunakan `hidrokit.contrib.taruma.hk88` ([manual](https://gist.github.com/taruma/6d48b3ec9d601019c15fb5833ae03730)), dan dataset klimatologi menggunakan `hidrokit.contrib.taruma.hk73` ([manual](https://gist.github.com/taruma/b00880905f297013f046dad95dc2e284))."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "OnVm89ywrVQ9"
},
"source": [
"## Data Hujan"
]
},
{
"cell_type": "code",
"metadata": {
"id": "m3NYguWwphZ-",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 238
},
"outputId": "48860eb5-2142-4930-9fdb-a94d54d37971"
},
"source": [
"from hidrokit.contrib.taruma import hk88\n",
"\n",
"print(':: MEMBACA DATA HUJAN DARI [URL_HUJAN]')\n",
"dataset_hujan = hk88.read_workbook(URL_HUJAN, stations_hujan)\n",
"print(':: MENAMPILKAN LIMA BARIS PERTAMA [dataset_hujan]')\n",
"dataset_hujan.head()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MEMBACA DATA HUJAN DARI [URL_HUJAN]\n",
":: MENAMPILKAN LIMA BARIS PERTAMA [dataset_hujan]\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>CIRI</th>\n",
" <th>YENNEFER</th>\n",
" <th>TRISS</th>\n",
" <th>JASKIER</th>\n",
" <th>EMHYR</th>\n",
" <th>CRACH</th>\n",
" <th>ZOLTAN</th>\n",
" <th>ROACH</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1998-01-01</th>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-02</th>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>7</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-03</th>\n",
" <td>64</td>\n",
" <td>5</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>5</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-04</th>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-05</th>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" CIRI YENNEFER TRISS JASKIER EMHYR CRACH ZOLTAN ROACH\n",
"1998-01-01 - - - - - - - NaN\n",
"1998-01-02 - - - 7 - - - NaN\n",
"1998-01-03 64 5 - - 5 - - -\n",
"1998-01-04 - - - - - - - -\n",
"1998-01-05 - - - - - - - -"
]
},
"metadata": {
"tags": []
},
"execution_count": 9
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "GEkG5c1tt8Zo",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 272
},
"outputId": "35ffe455-a095-4da8-a3c2-ecac173454b8"
},
"source": [
"print(':: INFORMASI [dataset_hujan]')\n",
"dataset_hujan.info()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: INFORMASI [dataset_hujan]\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 4018 entries, 1998-01-01 to 2008-12-31\n",
"Freq: D\n",
"Data columns (total 8 columns):\n",
"CIRI 4016 non-null object\n",
"YENNEFER 4017 non-null object\n",
"TRISS 4018 non-null object\n",
"JASKIER 4018 non-null object\n",
"EMHYR 4018 non-null object\n",
"CRACH 4018 non-null object\n",
"ZOLTAN 4018 non-null object\n",
"ROACH 4016 non-null object\n",
"dtypes: object(8)\n",
"memory usage: 282.5+ KB\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "_SJhmWA9sxUp"
},
"source": [
"## Data Debit"
]
},
{
"cell_type": "code",
"metadata": {
"id": "fQtkNDOuqvb9",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 238
},
"outputId": "3de9e623-6198-490a-f70a-8a871cf32b3e"
},
"source": [
"print(':: MEMBACA DATA DEBIT DARI [URL_DEBIT]')\n",
"dataset_debit = hk88.read_workbook(URL_DEBIT, stations_debit)\n",
"print(':: MENAMPILKAN LIMA BARIS PERTAMA [dataset_debit]')\n",
"dataset_debit.head()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MEMBACA DATA DEBIT DARI [URL_DEBIT]\n",
":: MENAMPILKAN LIMA BARIS PERTAMA [dataset_debit]\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>GERALT</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1998-01-01</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-02</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-03</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-04</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-05</th>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" GERALT\n",
"1998-01-01 0\n",
"1998-01-02 0\n",
"1998-01-03 0\n",
"1998-01-04 0\n",
"1998-01-05 0"
]
},
"metadata": {
"tags": []
},
"execution_count": 11
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "PUUnKQ0OuEGX",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 153
},
"outputId": "e7c82b4f-55a3-4a29-fdb3-9956d74ce471"
},
"source": [
"print(':: INFORMASI [dataset_debit]')\n",
"dataset_debit.info()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: INFORMASI [dataset_debit]\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 4018 entries, 1998-01-01 to 2008-12-31\n",
"Freq: D\n",
"Data columns (total 1 columns):\n",
"GERALT 4017 non-null object\n",
"dtypes: object(1)\n",
"memory usage: 62.8+ KB\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "X_hpH0n6s899"
},
"source": [
"## Data Klimatologi"
]
},
{
"cell_type": "code",
"metadata": {
"id": "eAc97Diks5tE",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 269
},
"outputId": "bc8fbda7-0a4e-4487-d457-1bfe5ef2f9c9"
},
"source": [
"from hidrokit.contrib.taruma import hk73\n",
"\n",
"print(':: MEMBACA DATA KLIMATOLOGI DARI [URL_KLIMATOLOGI]')\n",
"dataset_klimatologi = hk73._read_bmkg(URL_KLIMATOLOGI)\n",
"print(':: MENAMPILKAN LIMA BARIS PERTAMA [dataset_klimatologi]')\n",
"dataset_klimatologi.head()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MEMBACA DATA KLIMATOLOGI DARI [URL_KLIMATOLOGI]\n",
":: MENAMPILKAN LIMA BARIS PERTAMA [dataset_klimatologi]\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Tn</th>\n",
" <th>Tx</th>\n",
" <th>Tavg</th>\n",
" <th>RH_avg</th>\n",
" <th>RR</th>\n",
" <th>ss</th>\n",
" <th>ff_x</th>\n",
" <th>ddd_x</th>\n",
" <th>ff_avg</th>\n",
" <th>ddd_car</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Tanggal</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1998-01-01</th>\n",
" <td>23.00000</td>\n",
" <td>34.60000</td>\n",
" <td>27.50000</td>\n",
" <td>75</td>\n",
" <td>0.00000</td>\n",
" <td>5.80000</td>\n",
" <td>5</td>\n",
" <td>225</td>\n",
" <td>2</td>\n",
" <td>SW</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-02</th>\n",
" <td>23.20000</td>\n",
" <td>34.20000</td>\n",
" <td>28.60000</td>\n",
" <td>69</td>\n",
" <td>0.00000</td>\n",
" <td>7.60000</td>\n",
" <td>4</td>\n",
" <td>270</td>\n",
" <td>1</td>\n",
" <td>NE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-03</th>\n",
" <td>24.00000</td>\n",
" <td>34.60000</td>\n",
" <td>27.70000</td>\n",
" <td>76</td>\n",
" <td>0.00000</td>\n",
" <td>5.60000</td>\n",
" <td>7</td>\n",
" <td>270</td>\n",
" <td>2</td>\n",
" <td>W</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-04</th>\n",
" <td>23.80000</td>\n",
" <td>34.40000</td>\n",
" <td>28.40000</td>\n",
" <td>70</td>\n",
" <td>0.00000</td>\n",
" <td>8.00000</td>\n",
" <td>7</td>\n",
" <td>225</td>\n",
" <td>3</td>\n",
" <td>SW</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-05</th>\n",
" <td>23.50000</td>\n",
" <td>33.40000</td>\n",
" <td>27.70000</td>\n",
" <td>74</td>\n",
" <td>1.00000</td>\n",
" <td>3.50000</td>\n",
" <td>6</td>\n",
" <td>270</td>\n",
" <td>2</td>\n",
" <td>W</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Tn Tx Tavg RH_avg ... ff_x ddd_x ff_avg ddd_car\n",
"Tanggal ... \n",
"1998-01-01 23.00000 34.60000 27.50000 75 ... 5 225 2 SW\n",
"1998-01-02 23.20000 34.20000 28.60000 69 ... 4 270 1 NE\n",
"1998-01-03 24.00000 34.60000 27.70000 76 ... 7 270 2 W \n",
"1998-01-04 23.80000 34.40000 28.40000 70 ... 7 225 3 SW\n",
"1998-01-05 23.50000 33.40000 27.70000 74 ... 6 270 2 W \n",
"\n",
"[5 rows x 10 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 13
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "ADQuceYMtK3i",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 289
},
"outputId": "60d8727b-e972-487c-8484-709268db767f"
},
"source": [
"print(':: INFORMASI [dataset_klimatologi]')\n",
"dataset_klimatologi.info()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: INFORMASI [dataset_klimatologi]\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 4018 entries, 1998-01-01 to 2008-12-31\n",
"Data columns (total 10 columns):\n",
"Tn 4018 non-null float64\n",
"Tx 4018 non-null float64\n",
"Tavg 4018 non-null float64\n",
"RH_avg 4018 non-null int64\n",
"RR 4018 non-null float64\n",
"ss 4017 non-null float64\n",
"ff_x 4018 non-null int64\n",
"ddd_x 4018 non-null int64\n",
"ff_avg 4018 non-null int64\n",
"ddd_car 4018 non-null object\n",
"dtypes: float64(5), int64(4), object(1)\n",
"memory usage: 345.3+ KB\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "8oLSffzbLszx"
},
"source": [
"# TAHAP 2: PRAPEMROSESAN DATA"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "I6UgnqaCL3dE"
},
"source": [
"Dalam tahap ini menggunakan `hidrokit.contrib.taruma.hk43` ([manual](https://gist.github.com/taruma/a9dd4ea61db2526853b99600909e9c50)) yang digunakan untuk memeriksa nilai invalid pada dataset."
]
},
{
"cell_type": "code",
"metadata": {
"id": "7vTxauKPP0-D"
},
"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": "markdown",
"metadata": {
"id": "hMvXrJaULvM3"
},
"source": [
"## Data Hujan"
]
},
{
"cell_type": "code",
"metadata": {
"id": "kIcAXLRbuUgH",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 331
},
"outputId": "d76c3042-f538-4252-8acf-28d584f72356"
},
"source": [
"from hidrokit.contrib.taruma import hk43\n",
"\n",
"print(':: MEMBACA NILAI INVALID PADA [dataset_hujan]')\n",
"invalid_hujan = find_invalid(dataset_hujan)\n",
"\n",
"print(':: MENAMPILKAN NILAI INVALID PADA [dataset_hujan] SETIAP STASIUNNYA')\n",
"pd.DataFrame(invalid_hujan).T"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MEMBACA NILAI INVALID PADA [dataset_hujan]\n",
":: MENAMPILKAN NILAI INVALID PADA [dataset_hujan] SETIAP STASIUNNYA\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>-</th>\n",
" <th>NaN</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>CIRI</th>\n",
" <td>[0, 1, 3, 4, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15...</td>\n",
" <td>[211, 576]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>YENNEFER</th>\n",
" <td>[0, 1, 3, 4, 5, 6, 8, 9, 11, 14, 16, 17, 19, 2...</td>\n",
" <td>[2558]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TRISS</th>\n",
" <td>[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14,...</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>JASKIER</th>\n",
" <td>[0, 2, 3, 4, 5, 7, 8, 10, 11, 12, 13, 15, 17, ...</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>EMHYR</th>\n",
" <td>[0, 1, 3, 4, 5, 8, 11, 12, 17, 19, 20, 22, 45,...</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CRACH</th>\n",
" <td>[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 14, 16,...</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ZOLTAN</th>\n",
" <td>[0, 1, 2, 3, 4, 5, 6, 7, 9, 10, 11, 14, 17, 18...</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ROACH</th>\n",
" <td>[2, 3, 4, 5, 16, 17, 18, 19, 20, 21, 22, 24, 2...</td>\n",
" <td>[0, 1]</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" - NaN\n",
"CIRI [0, 1, 3, 4, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15... [211, 576]\n",
"YENNEFER [0, 1, 3, 4, 5, 6, 8, 9, 11, 14, 16, 17, 19, 2... [2558]\n",
"TRISS [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14,... NaN\n",
"JASKIER [0, 2, 3, 4, 5, 7, 8, 10, 11, 12, 13, 15, 17, ... NaN\n",
"EMHYR [0, 1, 3, 4, 5, 8, 11, 12, 17, 19, 20, 22, 45,... NaN\n",
"CRACH [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 14, 16,... NaN\n",
"ZOLTAN [0, 1, 2, 3, 4, 5, 6, 7, 9, 10, 11, 14, 17, 18... NaN\n",
"ROACH [2, 3, 4, 5, 16, 17, 18, 19, 20, 21, 22, 24, 2... [0, 1]"
]
},
"metadata": {
"tags": []
},
"execution_count": 16
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "KWTMaI9LPnFH",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 102
},
"outputId": "c86c667e-7234-4f9c-aa5a-d63ca30eda99"
},
"source": [
"print(':: MENGOREKSI NILAI INVALID')\n",
"print(':: MENGUBAH NILAI \"-\" MENJADI 0.')\n",
"dataset_hujan[dataset_hujan == '-'] = 0\n",
"print(':: MENYESUAIKAN OBJEK [dataset_hujan] MENJADI NUMERIK')\n",
"dataset_hujan = dataset_hujan.infer_objects()\n",
"print(':: MENGISI NILAI KOSONG DENGAN METODE INTERPOLASI')\n",
"dataset_hujan.interpolate(method='linear', inplace=True)\n",
"print(':: MENGISI NILAI KOSONG PADA BARIS PERTAMA DENGAN METODE BACKFILL')\n",
"dataset_hujan.bfill(inplace=True)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MENGOREKSI NILAI INVALID\n",
":: MENGUBAH NILAI \"-\" MENJADI 0.\n",
":: MENYESUAIKAN OBJEK [dataset_hujan] MENJADI NUMERIK\n",
":: MENGISI NILAI KOSONG DENGAN METODE INTERPOLASI\n",
":: MENGISI NILAI KOSONG PADA BARIS PERTAMA DENGAN METODE BACKFILL\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "6XN4XK4yQV2C",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 272
},
"outputId": "60e65c5b-e47a-4ab8-a43c-df43cb4515f0"
},
"source": [
"print(':: MENAMPILKAN INFORMASI [dataset_hujan]')\n",
"dataset_hujan.info()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MENAMPILKAN INFORMASI [dataset_hujan]\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 4018 entries, 1998-01-01 to 2008-12-31\n",
"Freq: D\n",
"Data columns (total 8 columns):\n",
"CIRI 4018 non-null float64\n",
"YENNEFER 4018 non-null float64\n",
"TRISS 4018 non-null float64\n",
"JASKIER 4018 non-null float64\n",
"EMHYR 4018 non-null float64\n",
"CRACH 4018 non-null float64\n",
"ZOLTAN 4018 non-null float64\n",
"ROACH 4018 non-null float64\n",
"dtypes: float64(8)\n",
"memory usage: 282.5 KB\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "anuiGIpb9MZi",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"outputId": "089ba3ba-2b4c-41af-93ce-90079bb8a580"
},
"source": [
"print(':: GRAFIK [dataset_hujan]')\n",
"dataset_hujan.plot(subplots=True, sharex=True, figsize=(15, 25), title=dataset_hujan.columns.to_list(), legend=False);"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: GRAFIK [dataset_hujan]\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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M+vrUk04pjf9eVjT/6sU9pj3qcsGqgJrt9edVwc3uQF9guJYxFWlMtnWTeB9q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+/G8A3sE5N8xB+/q6ev74JZf40pZy47XNp9Bz442YtvAtLzeWXn89FnzsY65TPTth0bWf0WQz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SHFTxzomhjE2fFdfLb43eh8pdsBiMElIsc+fulZHFq/2lTUbOkEl29wAPtWLsXSRx+IytNN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\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wwFU57OLkOcvJFe2pp57CwoULbV3rZlCIggtM1HHiKqnFatXbiEWLFvkWxW5gYCBvISg0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\nhBBCCCGERBwqboQQQgghhBAScf5/fyRLQ7Ysh58AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1080x1800 with 8 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "4PKaSsqUTC-M"
},
"source": [
"## Data Debit"
]
},
{
"cell_type": "code",
"metadata": {
"id": "QwfpxW6CScnE",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 114
},
"outputId": "4ae8c7e9-588b-40c2-893d-5bd4f548ad64"
},
"source": [
"print(':: MEMBACA NILAI INVALID PADA [dataset_debit]')\n",
"invalid_debit = find_invalid(dataset_debit)\n",
"\n",
"print(':: MENAMPILKAN NILAI INVALID PADA [dataset_debit]')\n",
"pd.DataFrame(invalid_debit).T"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MEMBACA NILAI INVALID PADA [dataset_debit]\n",
":: MENAMPILKAN NILAI INVALID PADA [dataset_debit]\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>20.9.46</th>\n",
" <th>NaN</th>\n",
" <th>tad</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>GERALT</th>\n",
" <td>[309]</td>\n",
" <td>[789]</td>\n",
" <td>[2974]</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 20.9.46 NaN tad\n",
"GERALT [309] [789] [2974]"
]
},
"metadata": {
"tags": []
},
"execution_count": 20
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "B2f5ZwWwTNU6",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 85
},
"outputId": "392ac65e-58e8-446d-d5b2-59533d71d787"
},
"source": [
"print(':: MENGOREKSI NILAI YANG KELIRU DARI \"20.9.46\" MENJADI \"209.46\"')\n",
"dataset_debit[dataset_debit == '20.9.46'] = 209.46\n",
"print(':: MENGUBAH NILAI \"tad\" MENJADI 0.')\n",
"dataset_debit[dataset_debit == 'tad'] = 0.\n",
"print(':: MENYESUAIKAN OBJEK [dataset_debit] MENJADI NUMERIK')\n",
"dataset_debit = dataset_debit.infer_objects()\n",
"print(':: MENGISI NILAI KOSONG DENGAN METODE INTERPOLASI')\n",
"dataset_debit.interpolate(method='linear', inplace=True)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MENGOREKSI NILAI YANG KELIRU DARI \"20.9.46\" MENJADI \"209.46\"\n",
":: MENGUBAH NILAI \"tad\" MENJADI 0.\n",
":: MENYESUAIKAN OBJEK [dataset_debit] MENJADI NUMERIK\n",
":: MENGISI NILAI KOSONG DENGAN METODE INTERPOLASI\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "00KCXL3GTu-w",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 153
},
"outputId": "58054f9d-79e5-483a-dad3-b4a0f404289d"
},
"source": [
"print(':: MENAMPILKAN INFORMASI [dataset_debit]')\n",
"dataset_debit.info()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MENAMPILKAN INFORMASI [dataset_debit]\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 4018 entries, 1998-01-01 to 2008-12-31\n",
"Freq: D\n",
"Data columns (total 1 columns):\n",
"GERALT 4018 non-null float64\n",
"dtypes: float64(1)\n",
"memory usage: 62.8 KB\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "7qheaLJfD3D7",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 337
},
"outputId": "199bd2ce-fcd5-4b5e-a064-f981955750b8"
},
"source": [
"print(':: GRAFIK DEBIT [dataset_debit]')\n",
"ax = dataset_debit.plot(figsize=(20, 5))\n",
"ax.set_ylabel('Debit $m^3/s$');"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: GRAFIK DEBIT [dataset_debit]\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
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uCerlnh8oJJ6MeofXUXsxPQSdkIryRCcOAM1kZAyH1z2xfq8kaWX3+Eqlr8d/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\n4XA4nIjz/8L6nfS/qR1yAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1440x360 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "o26A1RYDD5f4"
},
"source": [
"melihat pada awal tahun terdapat nilai 0. secara berurutan setiap harinya, maka dataset dimulai dari Maret 1998."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "w_-lOIsfT7uv"
},
"source": [
"## Data Klimatologi"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "0iyh93sPT9P6"
},
"source": [
"Pemrosesan data klimatologi menggunakan `hidrokit.contrib.taruma.hk73` ([manual](https://gist.github.com/taruma/b00880905f297013f046dad95dc2e284))"
]
},
{
"cell_type": "code",
"metadata": {
"id": "eOlex_h3Tv0Z",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 337
},
"outputId": "f464926b-1726-4b0b-ac4f-84b7d5eb23ce"
},
"source": [
"print(':: MEMILIH KOLOM KLIMATOLOGI YANG AKAN DIGUNAKAN')\n",
"_klim_col = ['Tavg', 'ss', 'RH_avg', 'ff_avg']\n",
"print(f':: KOLOM KLIMATOLOGI YANG DIGUNAKAN: {_klim_col}')\n",
"dataset_klimatologi = dataset_klimatologi[_klim_col].copy()\n",
"print(':: MENGISI NILAI KOSONG DENGAN METODE INTERPOLASI')\n",
"dataset_klimatologi.interpolate(method='linear', inplace=True)\n",
"print(':: MENGKONVERSI KOLOM \"ss\" DALAM SATUAN PERSEN')\n",
"dataset_klimatologi['ss'] = dataset_klimatologi['ss'] / 8 * 100\n",
"print(':: MENGUBAH NAMA KOLOM [dataset_klimatologi]')\n",
"dataset_klimatologi.columns = ['TEMP', 'SUN', 'HUMID', 'WIND']\n",
"print(':: MENAMPILKAN LIMA BARIS PERTAMA [dataset_klimatologi]')\n",
"dataset_klimatologi.head()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MEMILIH KOLOM KLIMATOLOGI YANG AKAN DIGUNAKAN\n",
":: KOLOM KLIMATOLOGI YANG DIGUNAKAN: ['Tavg', 'ss', 'RH_avg', 'ff_avg']\n",
":: MENGISI NILAI KOSONG DENGAN METODE INTERPOLASI\n",
":: MENGKONVERSI KOLOM \"ss\" DALAM SATUAN PERSEN\n",
":: MENGUBAH NAMA KOLOM [dataset_klimatologi]\n",
":: MENAMPILKAN LIMA BARIS PERTAMA [dataset_klimatologi]\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>TEMP</th>\n",
" <th>SUN</th>\n",
" <th>HUMID</th>\n",
" <th>WIND</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Tanggal</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1998-01-01</th>\n",
" <td>27.50000</td>\n",
" <td>72.50000</td>\n",
" <td>75</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-02</th>\n",
" <td>28.60000</td>\n",
" <td>95.00000</td>\n",
" <td>69</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-03</th>\n",
" <td>27.70000</td>\n",
" <td>70.00000</td>\n",
" <td>76</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-04</th>\n",
" <td>28.40000</td>\n",
" <td>100.00000</td>\n",
" <td>70</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-01-05</th>\n",
" <td>27.70000</td>\n",
" <td>43.75000</td>\n",
" <td>74</td>\n",
" <td>2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" TEMP SUN HUMID WIND\n",
"Tanggal \n",
"1998-01-01 27.50000 72.50000 75 2\n",
"1998-01-02 28.60000 95.00000 69 1\n",
"1998-01-03 27.70000 70.00000 76 2\n",
"1998-01-04 28.40000 100.00000 70 3\n",
"1998-01-05 27.70000 43.75000 74 2"
]
},
"metadata": {
"tags": []
},
"execution_count": 24
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "7Wi6qk8Qa4AP",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 102
},
"outputId": "dd2f5ba6-7925-4f66-c3ae-2bff8f59c80c"
},
"source": [
"print(':: MEMERIKSA APAKAH TERDAPAT DATA YANG HILANG (8888/9999)')\n",
"hk73._get_missing(dataset_klimatologi)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MEMERIKSA APAKAH TERDAPAT DATA YANG HILANG (8888/9999)\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"{'HUMID': array([], dtype=int64),\n",
" 'SUN': array([], dtype=int64),\n",
" 'TEMP': array([], dtype=int64),\n",
" 'WIND': array([], dtype=int64)}"
]
},
"metadata": {
"tags": []
},
"execution_count": 25
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "oi1BcueZImlV"
},
"source": [
"diketahui bahwa `dataset_klimatologi` tidak memiliki data yang hilang (8888/9999)."
]
},
{
"cell_type": "code",
"metadata": {
"id": "HPqya03N-ez7",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 596
},
"outputId": "53cd9c5a-ee0b-4aac-d685-9dbb5dba5787"
},
"source": [
"print(':: GRAFIK [dataset_klimatologi]')\n",
"_klim_title = ['TEMP (Celcius)', 'SUN (%)', 'HUMID (%)', 'WIND (m/detik)']\n",
"dataset_klimatologi.plot(subplots=True, sharex=True, figsize=(15, 10), \n",
" title=_klim_title, legend=False);"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: GRAFIK [dataset_klimatologi]\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
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c/eECfD7XuniEfnrv86o/skB2YakmrJBfk/nXZqGSIi55Z67jtAU7FFsog/yY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Dad3o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\nU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VNu1gn8zpYHDtver2xOtsNIuj1s30j/LyuNm8k5bqJ5ccizMmctYWHjaNxsevbbuo4e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dK2xze8ra1y2H6qKWqjaGjlQfUZqvd2vgfKyRfbZkVOOyLMw53SSQfRlVfV9o4ayu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\ntVqG5uPmjWE0KjMwTeiI4Bq6nRjpb5PgJLa7+8JUUhLcPGsqKacDEI3bwsc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y49aRzPIQ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\nFAqFQqFQKBQKhaKb8/+UVlPRLVk8+gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1080x720 with 4 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ui1J5uTun6Z5"
},
"source": [
"# TAHAP 3: INPUT ANALISIS"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "-Woou47AgizL"
},
"source": [
"## Periode dataset"
]
},
{
"cell_type": "code",
"metadata": {
"id": "JqB19oI4glOu",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 646
},
"outputId": "2ae517df-98b8-41f8-a65e-3a1194be49bc"
},
"source": [
"print(':: PERIODE DIMULAI DARI 1 MARET 1998')\n",
"_period = slice('19980301', None)\n",
"\n",
"hujan = dataset_hujan[_period]\n",
"print('\\n:: MENAMPILKAN INFORMASI [hujan]')\n",
"hujan.info()\n",
"debit = dataset_debit[_period]\n",
"print('\\n:: MENAMPILKAN INFORMASI [debit]')\n",
"debit.info()\n",
"klimatologi = dataset_klimatologi[_period]\n",
"print('\\n:: MENAMPILKAN INFORMASI [kilimatologi]')\n",
"klimatologi.info()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: PERIODE DIMULAI DARI 1 MARET 1998\n",
"\n",
":: MENAMPILKAN INFORMASI [hujan]\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 3959 entries, 1998-03-01 to 2008-12-31\n",
"Freq: D\n",
"Data columns (total 8 columns):\n",
"CIRI 3959 non-null float64\n",
"YENNEFER 3959 non-null float64\n",
"TRISS 3959 non-null float64\n",
"JASKIER 3959 non-null float64\n",
"EMHYR 3959 non-null float64\n",
"CRACH 3959 non-null float64\n",
"ZOLTAN 3959 non-null float64\n",
"ROACH 3959 non-null float64\n",
"dtypes: float64(8)\n",
"memory usage: 278.4 KB\n",
"\n",
":: MENAMPILKAN INFORMASI [debit]\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 3959 entries, 1998-03-01 to 2008-12-31\n",
"Freq: D\n",
"Data columns (total 1 columns):\n",
"GERALT 3959 non-null float64\n",
"dtypes: float64(1)\n",
"memory usage: 61.9 KB\n",
"\n",
":: MENAMPILKAN INFORMASI [kilimatologi]\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 3959 entries, 1998-03-01 to 2008-12-31\n",
"Data columns (total 4 columns):\n",
"TEMP 3959 non-null float64\n",
"SUN 3959 non-null float64\n",
"HUMID 3959 non-null int64\n",
"WIND 3959 non-null int64\n",
"dtypes: float64(2), int64(2)\n",
"memory usage: 154.6 KB\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "EQ0uPuwloJiQ"
},
"source": [
"## Hujan rata-rata dengan Metode Thiessen"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "vhIfA9qioEss"
},
"source": [
"Menghitung hujan rerata dari 8 stasiun dengan metode poligon thiessen. Perhitungan menggunakan modul `hidrokit.contrib.taruma.hk99` ([manual](https://gist.github.com/taruma/8dd920bee9fa95cf6eba39cc9d694953))"
]
},
{
"cell_type": "code",
"metadata": {
"id": "UXeONUgHdCxT",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 68
},
"outputId": "de3e9455-e663-4d2f-b6ef-198bf46b0a13"
},
"source": [
"print(':: BESAR WILAYAH MASING-MASING STASIUN DISIMPAN SEBAGAI [AREA_BASIN]')\n",
"AREA_BASIN = {\n",
" 'CIRI': 18.638,\n",
" 'YENNEFER': 208.920,\n",
" 'TRISS': 147.520,\n",
" 'JASKIER': 499.413,\n",
" 'EMHYR': 205.003,\n",
" 'CRACH': 76.695,\n",
" 'ZOLTAN': 127.507,\n",
" 'ROACH': 166.899\n",
"}\n",
"print(':: [AREA_BASIN] (DALAM SATUAN LUAS)')\n",
"print(AREA_BASIN)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: BESAR WILAYAH MASING-MASING STASIUN DISIMPAN SEBAGAI [AREA_BASIN]\n",
":: [AREA_BASIN] (DALAM SATUAN LUAS)\n",
"{'CIRI': 18.638, 'YENNEFER': 208.92, 'TRISS': 147.52, 'JASKIER': 499.413, 'EMHYR': 205.003, 'CRACH': 76.695, 'ZOLTAN': 127.507, 'ROACH': 166.899}\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "rzRR-AD6p0U9",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 238
},
"outputId": "18784d9a-56e7-4f1c-82e7-8463cf5ec1da"
},
"source": [
"from hidrokit.contrib.taruma import hk99\n",
"\n",
"print(':: MENGHITUNG HUJAN RERATA')\n",
"hujan_thiessen = hk99.apply_thiessen(hujan, AREA_BASIN)\n",
"print(':: MENAMPILKAN LIMA BARIS PERTAMA NILAI [hujan_thiessen]')\n",
"hujan_thiessen.head()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MENGHITUNG HUJAN RERATA\n",
":: MENAMPILKAN LIMA BARIS PERTAMA NILAI [hujan_thiessen]\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>thiessen</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1998-03-01</th>\n",
" <td>1.22327</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-03-02</th>\n",
" <td>13.29924</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-03-03</th>\n",
" <td>6.95701</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-03-04</th>\n",
" <td>12.76077</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-03-05</th>\n",
" <td>11.10122</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" thiessen\n",
"1998-03-01 1.22327\n",
"1998-03-02 13.29924\n",
"1998-03-03 6.95701\n",
"1998-03-04 12.76077\n",
"1998-03-05 11.10122"
]
},
"metadata": {
"tags": []
},
"execution_count": 29
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "lB5jNrxGycjz",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 337
},
"outputId": "b608ea67-db06-45e8-cf38-7875cd2d0d44"
},
"source": [
"print(':: GRAFIK [hujan_thiessen]')\n",
"hujan_thiessen.plot(figsize=(20, 5)).set_ylabel('Tinggi Hujan ($mm$)');"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: GRAFIK [hujan_thiessen]\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
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SAKAozoElY8zhkv5G0jT/96y132qlAMaY0yRtt9YuNMackuL7n1a5JZVe9apX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0LUtkOV3N9ZRHUD/1mxx2K7yBxNUd1MgfOitUWepaWL5TFlwu/TlPKG/T61KGsiOmEE06jFvahp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\n",
"text/plain": [
"<Figure size 1440x360 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "NPE5itrGDr54"
},
"source": [
"## Rekap data"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "QUKtBSsmi2kb"
},
"source": [
"Perekapan data menggunakan modul `hidrokit.contrib.taruma.hk98` ([manual](https://gist.github.com/taruma/aca7f90c8fbb0034587809883d0d9e92))\n",
"\n",
"Akan direkap per bulan, per 2 periode, per 4 hari. Untuk data klimatologi, direkap setelah dilakukan proses perhitungan evapotranspirasi. "
]
},
{
"cell_type": "code",
"metadata": {
"id": "ut7vBGkbqbBQ",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
},
"outputId": "3728dc95-0496-479d-a7a1-c87fb2aa8c46"
},
"source": [
"print(':: MEMBUAT 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": [
":: MEMBUAT FUNGSI UNTUK PEREKAPAN DATA HUJAN\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "IVUBrQedlklX"
},
"source": [
"### Bulanan"
]
},
{
"cell_type": "code",
"metadata": {
"id": "26Qsj5rDDxU5",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 442
},
"outputId": "b097039b-79bb-4299-b2fe-aafafac6d255"
},
"source": [
"from hidrokit.contrib.taruma import hk98\n",
"\n",
"print(':: MEMBUAT REKAP BULANAN [hujan_thiessen] DAN [debit]')\n",
"hujan_bulanan = hk98.summary_station(\n",
" hujan_thiessen, column='thiessen', ufunc=hujan_func, ufunc_col=hujan_func_col\n",
" ).droplevel(0, axis=1)\n",
"\n",
"debit_bulanan = hk98.summary_station(\n",
" debit, column='GERALT', ufunc=np.mean, ufunc_col='debit'\n",
" ).droplevel(0, axis=1)\n",
"\n",
"print(':: MENGGABUNGKAN [hujan_bulanan] DAN [debit_bulanan] MENJADI [data_bulanan]')\n",
"data_bulanan = pd.concat([hujan_bulanan, debit_bulanan], axis=1)\n",
"print(':: MENAMPILKAN INFO [data_bulanan]')\n",
"data_bulanan.info()\n",
"print('\\n:: MENAMPILKAN LIMA BARIS PERTAMA [data_bulanan]')\n",
"data_bulanan.head()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MEMBUAT REKAP BULANAN [hujan_thiessen] DAN [debit]\n",
":: MENGGABUNGKAN [hujan_bulanan] DAN [debit_bulanan] MENJADI [data_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 4 columns):\n",
"precip 130 non-null float64\n",
"nrain 130 non-null float64\n",
"ndays 130 non-null float64\n",
"debit 130 non-null float64\n",
"dtypes: float64(4)\n",
"memory usage: 5.1 KB\n",
"\n",
":: MENAMPILKAN LIMA BARIS PERTAMA [data_bulanan]\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>precip</th>\n",
" <th>nrain</th>\n",
" <th>ndays</th>\n",
" <th>debit</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1998-03-01</th>\n",
" <td>336.18655</td>\n",
" <td>30.00000</td>\n",
" <td>31.00000</td>\n",
" <td>129.03161</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-04-01</th>\n",
" <td>331.19832</td>\n",
" <td>30.00000</td>\n",
" <td>30.00000</td>\n",
" <td>128.41067</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-05-01</th>\n",
" <td>293.26513</td>\n",
" <td>29.00000</td>\n",
" <td>31.00000</td>\n",
" <td>114.43355</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-06-01</th>\n",
" <td>166.98556</td>\n",
" <td>28.00000</td>\n",
" <td>30.00000</td>\n",
" <td>65.54133</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-07-01</th>\n",
" <td>146.26108</td>\n",
" <td>28.00000</td>\n",
" <td>31.00000</td>\n",
" <td>52.90194</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" precip nrain ndays debit\n",
"1998-03-01 336.18655 30.00000 31.00000 129.03161\n",
"1998-04-01 331.19832 30.00000 30.00000 128.41067\n",
"1998-05-01 293.26513 29.00000 31.00000 114.43355\n",
"1998-06-01 166.98556 28.00000 30.00000 65.54133\n",
"1998-07-01 146.26108 28.00000 31.00000 52.90194"
]
},
"metadata": {
"tags": []
},
"execution_count": 32
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "0DVA3BEw3b07",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 583
},
"outputId": "82d73058-d45f-4e93-fedf-df68d8235cf0"
},
"source": [
"print(':: GRAFIK HUJAN DAN DEBIT [data_bulanan]')\n",
"data_bulanan[['precip', 'debit']].plot(subplots=True, sharex=True, \n",
" title=['PRECIP ($mm/bulan$)',\n",
" 'DEBIT ($m^3/hari$)'],\n",
" figsize=(20, 10));"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: GRAFIK HUJAN DAN DEBIT [data_bulanan]\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
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KgjZyftMFASE7A0JERERERFSCGBAiIkpCvzsAvU5gQ+3CgJDDYoKHJWNERERERFRiGBAi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\ntFqLCsdo6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BAuXSVj3QNCXrZQM6PnAQAAAESPgHoImVm8mW2QVCnp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LIR3om5W2xvpj9aKqggomTzeUNsVVswAfP2Dxk/okx144w2Kbi+PmFVQXhCRJCpIkqZnyfwDj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\n",
"text/plain": [
"<Figure size 1440x720 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "XnrV1tDSnOQP"
},
"source": [
"### 2 Periode (per 16 hari)\n",
"\n",
"Dipilih per 16 hari agar untuk bulan yang memiliki 31 hari, dibagi menjadi 16-15, jika digunakan nilai 15 hari akan menjadi 15-15-1 (3 bagian). "
]
},
{
"cell_type": "code",
"metadata": {
"id": "UTDKmtYrnZvg",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 442
},
"outputId": "2e88faac-11cc-4745-d7e7-d1224970a3ff"
},
"source": [
"_ndays = '16D'\n",
"\n",
"print(':: MEMBUAT REKAP 2 PERIODE [hujan_thiessen] DAN [debit]')\n",
"hujan_2p = hk98.summary_station(\n",
" hujan_thiessen, column='thiessen', \n",
" ufunc=hujan_func, ufunc_col=hujan_func_col,\n",
" n_days=_ndays\n",
" ).droplevel(0, axis=1)\n",
"\n",
"debit_2p = hk98.summary_station(\n",
" debit, column='GERALT', ufunc=np.mean, ufunc_col='debit', n_days=_ndays\n",
" ).droplevel(0, axis=1)\n",
"\n",
"print(':: MENGGABUNGKAN [hujan_2p] DAN [debit_2p] MENJADI [data_2p]')\n",
"data_2p = pd.concat([hujan_2p, debit_2p], axis=1)\n",
"print(':: MENAMPILKAN INFO [data_2p]')\n",
"data_2p.info()\n",
"print('\\n:: MENAMPILKAN LIMA BARIS PERTAMA [data_2p]')\n",
"data_2p.head()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MEMBUAT REKAP 2 PERIODE [hujan_thiessen] DAN [debit]\n",
":: MENGGABUNGKAN [hujan_2p] DAN [debit_2p] MENJADI [data_2p]\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 4 columns):\n",
"precip 260 non-null float64\n",
"nrain 260 non-null float64\n",
"ndays 260 non-null float64\n",
"debit 260 non-null float64\n",
"dtypes: float64(4)\n",
"memory usage: 10.2 KB\n",
"\n",
":: MENAMPILKAN LIMA BARIS PERTAMA [data_2p]\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>precip</th>\n",
" <th>nrain</th>\n",
" <th>ndays</th>\n",
" <th>debit</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1998-03-01</th>\n",
" <td>148.04603</td>\n",
" <td>15.00000</td>\n",
" <td>16.00000</td>\n",
" <td>121.82375</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-03-17</th>\n",
" <td>188.14052</td>\n",
" <td>15.00000</td>\n",
" <td>15.00000</td>\n",
" <td>136.72000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-04-01</th>\n",
" <td>155.98420</td>\n",
" <td>16.00000</td>\n",
" <td>16.00000</td>\n",
" <td>109.26625</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-04-17</th>\n",
" <td>175.21412</td>\n",
" <td>14.00000</td>\n",
" <td>14.00000</td>\n",
" <td>150.29000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-05-01</th>\n",
" <td>204.95814</td>\n",
" <td>16.00000</td>\n",
" <td>16.00000</td>\n",
" <td>165.22125</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" precip nrain ndays debit\n",
"1998-03-01 148.04603 15.00000 16.00000 121.82375\n",
"1998-03-17 188.14052 15.00000 15.00000 136.72000\n",
"1998-04-01 155.98420 16.00000 16.00000 109.26625\n",
"1998-04-17 175.21412 14.00000 14.00000 150.29000\n",
"1998-05-01 204.95814 16.00000 16.00000 165.22125"
]
},
"metadata": {
"tags": []
},
"execution_count": 34
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "HuSvroZZ3wH2",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 584
},
"outputId": "a319adbb-3338-41ee-e1bf-8dc21bdd16d7"
},
"source": [
"print(':: GRAFIK HUJAN DAN DEBIT [data_2p]')\n",
"data_2p[['precip', 'debit']].plot(subplots=True, sharex=True, \n",
" title=['PRECIP ($mm/periode$)',\n",
" 'DEBIT ($m^3/hari$)'],\n",
" figsize=(20, 10));"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: GRAFIK HUJAN DAN DEBIT [data_2p]\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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xIcRJmD2C7rfuvx/AsHX/xwD8xto2kYioc6QdTaU1owjGu4mIiIiIqBv56q+yTEr5BIAn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\nz1BCSAghhBBCCCGEECLP+H9alGhXwnG+0gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1440x720 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "5INRG9RerUoU"
},
"source": [
"### 4 hari"
]
},
{
"cell_type": "code",
"metadata": {
"id": "7isdOCRtrOiO",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 442
},
"outputId": "dc5c1ec4-dd89-4849-ba1e-3dff151ea4af"
},
"source": [
"_ndays = '4D'\n",
"\n",
"print(':: MEMBUAT REKAP 4 HARI [hujan_thiessen] DAN [debit]')\n",
"hujan_4d = hk98.summary_station(\n",
" hujan_thiessen, column='thiessen', \n",
" ufunc=hujan_func, ufunc_col=hujan_func_col,\n",
" n_days=_ndays\n",
" ).droplevel(0, axis=1)\n",
"\n",
"debit_4d = hk98.summary_station(\n",
" debit, column='GERALT', ufunc=np.mean, ufunc_col='debit', n_days=_ndays\n",
" ).droplevel(0, axis=1)\n",
"\n",
"print(':: MENGGABUNGKAN [hujan_4d] DAN [debit_4d] MENJADI [data_4d]')\n",
"data_4d = pd.concat([hujan_4d, debit_4d], axis=1)\n",
"print(':: MENAMPILKAN INFO [data_4d]')\n",
"data_4d.info()\n",
"print('\\n:: MENAMPILKAN LIMA BARIS PERTAMA [data_4d]')\n",
"data_4d.head()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: MEMBUAT REKAP 4 HARI [hujan_thiessen] DAN [debit]\n",
":: MENGGABUNGKAN [hujan_4d] DAN [debit_4d] MENJADI [data_4d]\n",
":: MENAMPILKAN INFO [data_4d]\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 1033 entries, 1998-03-01 to 2008-12-29\n",
"Data columns (total 4 columns):\n",
"precip 1033 non-null float64\n",
"nrain 1033 non-null float64\n",
"ndays 1033 non-null float64\n",
"debit 1033 non-null float64\n",
"dtypes: float64(4)\n",
"memory usage: 40.4 KB\n",
"\n",
":: MENAMPILKAN LIMA BARIS PERTAMA [data_4d]\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>precip</th>\n",
" <th>nrain</th>\n",
" <th>ndays</th>\n",
" <th>debit</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1998-03-01</th>\n",
" <td>34.24029</td>\n",
" <td>4.00000</td>\n",
" <td>4.00000</td>\n",
" <td>91.80500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-03-05</th>\n",
" <td>39.90152</td>\n",
" <td>3.00000</td>\n",
" <td>4.00000</td>\n",
" <td>195.93500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-03-09</th>\n",
" <td>14.69375</td>\n",
" <td>4.00000</td>\n",
" <td>4.00000</td>\n",
" <td>85.15500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-03-13</th>\n",
" <td>59.21048</td>\n",
" <td>4.00000</td>\n",
" <td>4.00000</td>\n",
" <td>114.40000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998-03-17</th>\n",
" <td>46.60314</td>\n",
" <td>4.00000</td>\n",
" <td>4.00000</td>\n",
" <td>93.14000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" precip nrain ndays debit\n",
"1998-03-01 34.24029 4.00000 4.00000 91.80500\n",
"1998-03-05 39.90152 3.00000 4.00000 195.93500\n",
"1998-03-09 14.69375 4.00000 4.00000 85.15500\n",
"1998-03-13 59.21048 4.00000 4.00000 114.40000\n",
"1998-03-17 46.60314 4.00000 4.00000 93.14000"
]
},
"metadata": {
"tags": []
},
"execution_count": 36
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "LHX7X_oA34k2",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 583
},
"outputId": "1e6bba0c-7293-4d34-8dbb-1ec2ab085b0f"
},
"source": [
"print(':: GRAFIK HUJAN DAN DEBIT [data_4d]')\n",
"data_4d[['precip', 'debit']].plot(subplots=True, sharex=True, \n",
" title=['PRECIP ($mm/(4 hari)$)',\n",
" 'DEBIT ($m^3/hari$)'],\n",
" figsize=(20, 10));"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
":: GRAFIK HUJAN DAN DEBIT [data_4d]\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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UDRnJHkVEXcNVz4iIiIiIKO8YKBoyuocK40RE2VNB6RkzioiIiIiIKJ8YKBoy+vqVLVSI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\nfsHF6CdsZ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A++D3CAf6ruKOxUSoKkQawiPVs6IxhI2AnpdYquER2G0xKXdGiaFhtjJv43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