diff --git a/Template_Diagram.ipynb b/Template_Diagram.ipynb deleted file mode 100644 index b1b30b7..0000000 --- a/Template_Diagram.ipynb +++ /dev/null @@ -1,443 +0,0 @@ -{ - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "provenance": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" - } - }, - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 472 - }, - "id": "TijbTGjQlQAB", - "outputId": "d2fbe5d1-8538-483f-dafd-23f565b79301" - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "\n", - "#Data buah-buahan dan jumlah penjualan\n", - "buah = ['Apel', 'Jeruk', 'Pisang', 'Anggur']\n", - "penjualan = [50, 70, 90, 60]\n", - "\n", - "# Membuat diagram batang\n", - "plt.bar(buah, penjualan, color='skyblue')\n", - "\n", - "#Menambahkan judul dan label sumbu\n", - "plt.title('Diagram Batang Jumlah Penjualan Buah-Buahan')\n", - "plt.xlabel('Buah')\n", - "plt.ylabel('Jumlah Penjualan')\n", - "\n", - "# Menampilkan diagram batang\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "#Data kategori\n", - "kategori = ['Menang', 'Seri', 'Kalah']\n", - "jumlah_pertandingan = [4, 3, 3]\n", - "\n", - "#Hitung persentase\n", - "total_pertandingan = sum(jumlah_pertandingan)\n", - "persentase = [(jumlah / total_pertandingan) * 100 for jumlah in jumlah_pertandingan]\n", - "\n", - "#Konstruksi diagram lingkaran\n", - "plt.figure(figsize=(6, 6))\n", - "plt.pie(persentase, labels=kategori, autopct='%1.1f%%', startangle=90)\n", - "plt.title('Diagram Lingkaran Jumlah Pertandingan')\n", - "plt.axis('equal') # Agar lingkaran menjadi Lingkaran sejati\n", - "\n", - "plt.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 521 - }, - "id": "L8IdRkNNlYem", - "outputId": "680fb577-39b3-4499-f865-b35ddcccaed7" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ] - }, - { - "cell_type": "code", - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "#Data penjualan bulanan\n", - "bulan = ['Jan', 'Feb', 'Mar', 'Apr', 'Mei', 'Jun', 'Jul', 'Ags', 'Sep', 'Okt', 'Nov', 'Des']\n", - "# penjualan = [50, 55, 60, 65, 40, 75, 80, 85, 90, 95, 100, 105]\n", - "penjualan = [50, 55, 60, 65, 40, 75, 80, 85, 100, 95, 90, 105]\n", - "\n", - "\n", - "#Plot diagram garis\n", - "plt.figure(figsize=(10, 6))\n", - "plt.plot(bulan, penjualan, marker='o', linestyle='-')\n", - "\n", - "#Label dan judul\n", - "plt.title('Diagram Garis Penjualan Bulanan')\n", - "plt.xlabel('Bulan')\n", - "plt.ylabel('Penjualan (ribu)')\n", - "\n", - "#Menampilkan grid\n", - "plt.grid(True)\n", - "\n", - "#Menampilkan plot\n", - "plt.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 564 - }, - "id": "DGiFi8-gljXF", - "outputId": "e2a81b77-0fee-4555-c881-be9c333707f0" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ] - }, - { - "cell_type": "markdown", - "source": [], - "metadata": { - "id": "0uMi6Gk-lZjc" - } - }, - { - "cell_type": "code", - "source": [ - "# Histogram\n", - "import matplotlib.pyplot as plt\n", - "\n", - "# Data tinggi badan siswa dalam cm\n", - "data_tinggi_badan = [160,165,170,175,180,175,172,160,170,190,167,179,175,169,168]\n", - "\n", - "# Buat Histogram\n", - "plt.hist(data_tinggi_badan, bins=5, color=\"skyblue\", edgecolor=\"black\")\n", - "\n", - "# Atur label dan judul\n", - "plt.xlabel(\"Tinggi badan (cm)\")\n", - "plt.ylabel(\"Frekuensi\")\n", - "plt.title(\"Histogram Tinggi Badan Siswa\")\n", - "\n", - "# Tampilkan histogram\n", - "plt.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 472 - }, - "id": "Y9qU3KqalmjM", - "outputId": "df2d348c-c746-471c-d0f0-0f3cd7573fb5" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ] - }, - { - "cell_type": "code", - "source": [ - "# blox pot\n", - "import matplotlib.pyplot as plt\n", - "\n", - "# Data nilai ujian matematika\n", - "nilai_ujian = [60,70,75,80,85,90,95.100]\n", - "\n", - "# Membuat Box Plotnya menggunakan matplotlib\n", - "plt.figure(figsize=(8,6))\n", - "plt.boxplot(nilai_ujian, vert=False)\n", - "plt.xlabel(\"Nilai Ujian Matematika\")\n", - "plt.title(\"Box Plot Nilai Ujian Matematika\")\n", - "plt.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 564 - }, - "id": "UNU1vzJ2lszL", - "outputId": "3d4172d8-0dd2-4d07-bbae-53dee2e290d4" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ] - }, - { - "cell_type": "code", - "source": [ - "#scater plot\n", - "import matplotlib.pyplot as plt\n", - "\n", - "#Data\n", - "jam_belajar = [5, 7, 8, 10, 6, 7, 9, 11, 8, 12]\n", - "nilai_ujian = [65, 70, 75, 80, 72, 78, 82, 85, 77, 88]\n", - "\n", - "# Membuat scatter plot\n", - "plt.figure(figsize=(8,6))\n", - "plt.scatter(jam_belajar, nilai_ujian, color='blue', marker='o')\n", - "plt.title('Hubungan Jumlah Jam Belajar dan Nilai Ujian')\n", - "plt.xlabel('Jam Belajar per Minggu')\n", - "plt.ylabel('Nilai Ujian')\n", - "plt.grid(True)\n", - "plt.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 564 - }, - "id": "zo9p1RSonAVF", - "outputId": "537392ac-1dad-4201-c044-b7c0b214fc6d" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ] - }, - { - "cell_type": "code", - "source": [ - "# HEATMAP\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "# Data korelasi antara variabel A dan B\n", - "data_korelasi = np.array([\n", - " [0.8, 0.2, 0.5, 0.9],\n", - " [0.6, 0.1, 0.3, 0.7],\n", - " [0.3, 0.6, 0.4, 0.8]])\n", - "\n", - "# Membuat heatmap\n", - "plt.imshow(data_korelasi, cmap='viridis', interpolation='nearest')\n", - "\n", - "#Menambahkan label sumbu x dan y\n", - "plt.xticks(np.arange(len(data_korelasi[0])), ['A1', 'A2', 'A3', 'A4'])\n", - "plt.yticks(np.arange(len(data_korelasi)), ['B1', 'B2', 'B3'])\n", - "\n", - "#Menambahkan nilai pada setiap sel\n", - "for i in range(len(data_korelasi)):\n", - " for j in range(len(data_korelasi[0])):\n", - " plt.text(j, i, '{:.2f}'.format(data_korelasi[i, j]),\n", - " ha='center', va='center', color='white')\n", - "\n", - "#Menambahkan judul dan label sumbu\n", - "plt.title('Heatmap Korelasi antara Variabel A dan B')\n", - "plt.xlabel('Variabel A')\n", - "plt.ylabel('Variabel B')\n", - "\n", - "#Menampilkan heatmap\n", - "plt.colorbar()\n", - "plt.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 420 - }, - "id": "ZIAnBcSzwnuO", - "outputId": "e0646c54-77ee-4864-d7d6-74f89a92a7a2" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ] - }, - { - "cell_type": "code", - "source": [ - "from matplotlib import pyplot as plt\n", - "from matplotlib_venn import venn2\n", - "\n", - "#Data himpunan A dan B\n", - "A = {1, 2, 3, 4, 5}\n", - "B = {3, 4, 5, 6, 7}\n", - "\n", - "#Membuat Venn Diagram\n", - "venn2(subsets=(len(A - B), len(B - A), len(A & B)), set_labels=('A', 'B'))\n", - "\n", - "#Menampilkan Venn Diagram\n", - "plt.title(\"Venn Diagram A dan B\")\n", - "plt.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 430 - }, - "id": "bCHqn3-uwsLt", - "outputId": "090bb9ac-5347-49f8-ae73-87602064d892" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ] - }, - { - "cell_type": "code", - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "#Data keluhan pelanggan\n", - "keluhan = {\n", - "'Keterlambatan Pengiriman': 35,\n", - "'Produk Tidak Sesuai Pesanan': 20,\n", - "'Kualitas Produk Rendah': 15,\n", - "'Pelayanan Kurang Memuaskan': 10,\n", - "'Lainnya': 5\n", - "}\n", - "\n", - "#Urutkan berdasarkan frekuensi dari yang tertinggi(param\n", - "keluhan_sorted = dict(sorted(keluhan.items(), key=lambda item: item[1], reverse=True))\n", - "\n", - "#Hitung total frekuensi\n", - "total_frekuensi = sum(keluhan.values())\n", - "\n", - "#Hitung persentase kumulatif\n", - "persentase_kumulatif = 0\n", - "persentase_kumulatif_list = []\n", - "\n", - "for value in keluhan_sorted.values():\n", - " persentase = (value / total_frekuensi) * 100\n", - " persentase_kumulatif += persentase\n", - " persentase_kumulatif_list.append(persentase_kumulatif)\n", - "\n", - "# Gambar diagram Pareto\n", - "fig, ax1 = plt.subplots()\n", - "\n", - "# Diagram batang\n", - "ax1.bar(keluhan_sorted.keys(), keluhan_sorted.values(), color='b')\n", - "ax1.set_xlabel('Jenis Keluhan')\n", - "ax1.set_ylabel('Frekuensi', color='b')\n", - "\n", - "#Kurva kumulatif\n", - "ax2 = ax1.twinx()\n", - "ax2.plot(keluhan_sorted.keys(), persentase_kumulatif_list, color='r', marker='o')\n", - "ax2.set_ylabel('Persentase Kumulatif', color='r')\n", - "\n", - "plt.title(\"Diagram Paretto\")\n", - "plt.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 472 - }, - "id": "fgk0kA7-wxcl", - "outputId": "6002e754-3d7e-41e5-c950-da9bc17be4ae" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" 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