Scraping_Web_with_Python.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Web Scraping pada Website Bukalapak Menggunakan Python"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Web Scraping adalah mengambil sebuah dokumen semi-terstruktur dari internet, umumnya berupa halaman-halaman web dalam bahasa markup seperti HTML atau XHTML, dan menganalisis dokumen tersebut untuk diambil data tertentu dari halaman tersebut. Web scraping banyak digunakan untuk mengambil data cuaca yang nantinya akan digunakan untuk prakiraan cuaca, kemudian data film dari sebuah website yang kemudian digunakan untuk analisis bisnis sebuah rumah produksi film, ada pula yang mengambil data harga sebuah produk dari marketplace yang nantinya digunakan untuk membandingkan harga produk tersebut.\n",
    "\n",
    "Bukalapak merupakan sebuah e-commerce jual beli online yang menyediakan berbagai macam barang untuk kebutuhan sehari hari via website maupun aplikasi mobile. Web scraping pada website Bukalapak kali ini akan mengambil beberapa data dari produk populer yang ada pada kategori Kecantikan. Data yang berhasil diambil kemudian akan dibuat visualisasi datanya untuk dianalisis lebih lanjut.\n",
    "\n",
    "Sebelum memulai scraping web menggunakan python ada beberapa hal yang perlu disiapkan. Pertama, kita harus menginstall library yang diperlukan untuk scraping web yaitu \"request\" dan \"bs4\". Pada library \"bs4\" kita akan menggunakan sebuah fungsi yang bernama BeautifulSoup yang berguna untuk proses pengambilan data pada website. Untuk menginstall package tersebut, lakukan langkah di bawah ini pada Anaconda prompt di PC anda:\n",
    "\n",
    "- pip install requests\n",
    "- pip install bs4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Proses Scraping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bs4 import BeautifulSoup\n",
    "from urllib.request import urlopen as uReq"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pada proses scraping web kali ini, saya melakukan scraping pada website Bukalapak sejumlah 7 halaman dimulai dari halaman pertama pencarian.Kata kunci yang saya gunakan adalah kata 'lipstik' dengan batasan rating dari 1 sampai dengan 5. Masing-masing halaman terdiri dari 50 data yang dapat di cek pada syntax #print(len(all_product)). Sebelum itu, cek dahulu apakah website bisa di scrape untuk di ambil datanya. Jika status koneksi = 200 maka website dapat di scrape. Data-data yang berhasil di scrape kemudian di write ke dalam format .csv agar mudah dibaca dan dianalisis kemudian. Pada proses scraping kali ini, data yang berhasil di scrap adalah sebanyak 350 data dan 6 kolom. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![ ](assets/asset1.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "csv=open(\"db_bukalapak.csv\", 'w')\n",
    "\n",
    "#membuat header (nama kolom) pada file db_bukalapak.csv\n",
    "headers = \"nama_produk,harga,penjual,kota,rating_produk,jml_review\\n\"\n",
    "csv.write(headers)\n",
    "\n",
    "#scraping 3 halaman yang ada di website bukalapak \n",
    "for page in range(1,8):\n",
    "    #link yang akan di scrape\n",
    "    base_url = 'https://www.bukalapak.com/products/s?page='+str(page)+'&search%5Bbrand_seller%5D=0&search%5Bcity%5D=&search%5Bcourier%5D=&search%5Bfree_shipping_coverage%5D=&search%5Bhashtag%5D=&search%5Binstallment%5D=0&search%5Bkeywords%5D=lipstik&search%5Bnew%5D=1&search%5Bprice_max%5D=&search%5Bprice_min%5D=&search%5Bprovince%5D=&search%5Brating_gte%5D=1&search%5Brating_lte%5D=5&search%5Btodays_deal%5D=0&search%5Btop_seller%5D=0&search%5Bused%5D=1&search%5Bwholesale%5D=0&utf8=%E2%9C%93'\n",
    "    #print(base_url)\n",
    "\n",
    "    #Request URL dan parser web \n",
    "    uClient = uReq(base_url)\n",
    "    page_html = uClient.read()\n",
    "    uClient.close()\n",
    "    page_soup = BeautifulSoup(page_html, \"html.parser\")\n",
    "    all_product = page_soup.find_all(\"div\", class_ = \"product-card\")\n",
    "    #print(len(all_product)) \n",
    "    \n",
    "    #list data apa saja yang akan diambil dari produk \n",
    "    for item in all_product:\n",
    "        \n",
    "        # nama  dan link product\n",
    "        product_name = item.find(\"a\", {\"class\":\"product__name line-clamp--2 js-tracker-product-link qa-list\"})\n",
    "        #product_link = 'https://www.bukalapak.com' + str(product_name.get('href'))\n",
    "        product_name = product_name.text.replace('\\n', \"\").strip()        \n",
    "\n",
    "        # harga\n",
    "        product_price = item.find(\"span\", {\"class\":\"amount positive\"})\n",
    "        product_price = product_price.text.replace('\\n', \"\").strip()\n",
    "        product_price = 'Rp ' + product_price        \n",
    "        \n",
    "        #penjual        \n",
    "        seller_name = item.find(\"h5\", {\"class\":\"user__name\"})\n",
    "        seller_name = seller_name.text.replace('\\n', \"\").strip()\n",
    "        \n",
    "        #kota pengiriman\n",
    "        seller_city = item.find(\"span\", {\"class\":\"user-city__txt\"})\n",
    "        seller_city = seller_city.text.replace('\\n', \"\").strip()    \n",
    "        \n",
    "        #rating \n",
    "        rating = item.find(\"div\", {\"class\":\"product__rating\"})\n",
    "        rating = rating.text.replace('\\n', \"\").strip()\n",
    "        rating = rating[0:3]\n",
    "        \n",
    "        #jumlah review\n",
    "        review = item.find(\"div\", {\"class\":\"product__rating\"})\n",
    "        review = review.text.replace('\\n', \"\").strip()\n",
    "        review = review[3:]\n",
    "        \n",
    "        #write data yang sudah di scrape\n",
    "        csv.write(product_name+','+ product_price+','+ seller_name+','+ seller_city+','+ rating+','+ review+'\\n')\n",
    "        #csv.write()\n",
    "csv.close()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analisis dan Visualisasi Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Setelah berhasil mengambil data dari website Bukalapak, selanjutnya adalah melakukan visualisasi dari data tersebut untuk kemudian dilakukan analisis lanjutan. Pertama kita baca terlebih dahulu data hasil scraping yang tersimpan di file db_bukalapak1.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "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>nama_produk</th>\n",
       "      <th>harga</th>\n",
       "      <th>penjual</th>\n",
       "      <th>kota</th>\n",
       "      <th>rating_produk</th>\n",
       "      <th>jml_review</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Shannen lipstik</td>\n",
       "      <td>Rp 99.000</td>\n",
       "      <td>dian</td>\n",
       "      <td>Bandung</td>\n",
       "      <td>4.5</td>\n",
       "      <td>6 ulasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Wardah Lipstik Matte.  Lipstik Matte Wardah</td>\n",
       "      <td>Rp 40.000</td>\n",
       "      <td>Bunga Padi</td>\n",
       "      <td>Karawang</td>\n",
       "      <td>4.2</td>\n",
       "      <td>8 ulasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Lipstik 3ce Set Mini Kit</td>\n",
       "      <td>Rp 26.900</td>\n",
       "      <td>Galeri Cantik Indonesia</td>\n",
       "      <td>Kab. Tangerang</td>\n",
       "      <td>4.7</td>\n",
       "      <td>21 ulasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SHANNEN LIPSTIK CREAMY PAINT LIPCREAM SHANNEN</td>\n",
       "      <td>Rp 89.900</td>\n",
       "      <td>DSH SHOP</td>\n",
       "      <td>Bandung</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2 ulasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Shannen Lipstik l Shanen Creamy Lipt</td>\n",
       "      <td>Rp 100.000</td>\n",
       "      <td>Amalia Herbal</td>\n",
       "      <td>Tangerang</td>\n",
       "      <td>4.8</td>\n",
       "      <td>12 ulasan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     nama_produk       harga  \\\n",
       "0                                Shannen lipstik   Rp 99.000   \n",
       "1    Wardah Lipstik Matte.  Lipstik Matte Wardah   Rp 40.000   \n",
       "2                       Lipstik 3ce Set Mini Kit   Rp 26.900   \n",
       "3  SHANNEN LIPSTIK CREAMY PAINT LIPCREAM SHANNEN   Rp 89.900   \n",
       "4           Shannen Lipstik l Shanen Creamy Lipt  Rp 100.000   \n",
       "\n",
       "                   penjual            kota  rating_produk jml_review  \n",
       "0                     dian         Bandung            4.5   6 ulasan  \n",
       "1               Bunga Padi        Karawang            4.2   8 ulasan  \n",
       "2  Galeri Cantik Indonesia  Kab. Tangerang            4.7  21 ulasan  \n",
       "3                 DSH SHOP         Bandung            5.0   2 ulasan  \n",
       "4            Amalia Herbal       Tangerang            4.8  12 ulasan  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "bukalapak = pd.read_csv(\"data_input/db_bukalapak.csv\")\n",
    "bukalapak.head()\n",
    "#print(bukalapak.dtypes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data di atas merupakan data penjualan produk lipstik pada e-commerce Bukalapak. Data tersebut merupakan kumpulan produk lipstik dari berbagai macam merk yang di diperoleh dari website Bukalapak dengan kata kunci pencarian berdasarkan relevansi. Deskripsi setiap kolom pada data bukalapak adalah sebagai berikut: \n",
    "- `nama_produk` : Judul produk dalam etalase\n",
    "- `harga` : Harga jual produk dalam etalase\n",
    "- `penjual` : Nama penjual/seller\n",
    "- `kota` : Kota pengiriman (asal penjual)\n",
    "- `rating_produk` : Rating penjuala produk\n",
    "- `jml_review` : jumlah review penjualan dari sebuah produk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(350, 6)\n",
      "nama_produk       object\n",
      "harga             object\n",
      "penjual           object\n",
      "kota              object\n",
      "rating_produk    float64\n",
      "jml_review        object\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "print(bukalapak.shape)\n",
    "print(bukalapak.dtypes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data bukalapak terdiri dari 350 data dan 6 kolom. Hasil cek tipe data masing-msing variabel di atas, terdapat beberapa variabel yang tidak sesuai tipe datanya. Sebelum mengganti ke tipe data yang benar, saya akan memfilter apa saja nilai yang akan saya ambil dari masing-masing variabel. Nilai-nilai yang akan saya ambil adalah sebagai berikut:\n",
    "- nama_produk : diambil seluruh kata dan diganti tipe datanya menjadi category\n",
    "- harga : menghilangkan karakter huruf 'Rp' dan tanda titik pemisah nominal (.) kemudian mengubah tipe datanya menjadi integer\n",
    "- penjual : diambil seluruh kata dan diganti tipe datanya menjadi category\n",
    "- kota : diambil seluruh kata dan diganti tipe datanya menjadi category\n",
    "- jml_review : diambil angka (jumlah review) dan menghilangkan kata 'ulasan' kemudian mengubah tipe data menjadi integer\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "nama_produk        object\n",
      "harga            category\n",
      "penjual            object\n",
      "kota               object\n",
      "rating_produk     float64\n",
      "jml_review       category\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "bukalapak['harga'] = bukalapak['harga'].astype('category')\n",
    "bukalapak['jml_review'] = bukalapak['jml_review'].astype('category')\n",
    "print(bukalapak.dtypes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "\n",
    "bukalapak['harga'] = bukalapak['harga'].str.extract(\"(\\d.+)\",expand=True)\n",
    "bukalapak['harga'] = bukalapak['harga'].astype('category')\n",
    "bukalapak['harga'] = bukalapak['harga'].replace('[.]','',regex=True).astype(int)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Kode diatas adalah untuk mengubah format nominal harga \"Rp 38.000\" dengan tipedata category menjadi \"38000\" dengan tipe data integer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "bukalapak['jml_review'] = bukalapak['jml_review'].str.extract(\"(\\d+)\",expand=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Kode diatas adalah untuk mengubah format jumlah review \"4 ulasan\" dengan tipedata category menjadi \"4\" dengan tipe data integer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "nama_produk       object\n",
      "harga              int32\n",
      "penjual           object\n",
      "kota              object\n",
      "rating_produk    float64\n",
      "jml_review        object\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "print(bukalapak.dtypes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Cek apakah ada missing value di data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "nama_produk      0\n",
       "harga            0\n",
       "penjual          0\n",
       "kota             0\n",
       "rating_produk    0\n",
       "jml_review       0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bukalapak.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hasil di atas menunjukkan bahwa tidak ada ada missing value pada variabel di dataset bukalapak sehingga tidak perlu ada penanganan khusus untuk missing value.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "bukalapak[['jml_review','harga']] = bukalapak[['jml_review','harga']].astype('int64')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "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>nama_produk</th>\n",
       "      <th>harga</th>\n",
       "      <th>penjual</th>\n",
       "      <th>kota</th>\n",
       "      <th>rating_produk</th>\n",
       "      <th>jml_review</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Shannen lipstik</td>\n",
       "      <td>99000</td>\n",
       "      <td>dian</td>\n",
       "      <td>Bandung</td>\n",
       "      <td>4.5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Wardah Lipstik Matte.  Lipstik Matte Wardah</td>\n",
       "      <td>40000</td>\n",
       "      <td>Bunga Padi</td>\n",
       "      <td>Karawang</td>\n",
       "      <td>4.2</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Lipstik 3ce Set Mini Kit</td>\n",
       "      <td>26900</td>\n",
       "      <td>Galeri Cantik Indonesia</td>\n",
       "      <td>Kab. Tangerang</td>\n",
       "      <td>4.7</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SHANNEN LIPSTIK CREAMY PAINT LIPCREAM SHANNEN</td>\n",
       "      <td>89900</td>\n",
       "      <td>DSH SHOP</td>\n",
       "      <td>Bandung</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Shannen Lipstik l Shanen Creamy Lipt</td>\n",
       "      <td>100000</td>\n",
       "      <td>Amalia Herbal</td>\n",
       "      <td>Tangerang</td>\n",
       "      <td>4.8</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     nama_produk   harga  \\\n",
       "0                                Shannen lipstik   99000   \n",
       "1    Wardah Lipstik Matte.  Lipstik Matte Wardah   40000   \n",
       "2                       Lipstik 3ce Set Mini Kit   26900   \n",
       "3  SHANNEN LIPSTIK CREAMY PAINT LIPCREAM SHANNEN   89900   \n",
       "4           Shannen Lipstik l Shanen Creamy Lipt  100000   \n",
       "\n",
       "                   penjual            kota  rating_produk  jml_review  \n",
       "0                     dian         Bandung            4.5           6  \n",
       "1               Bunga Padi        Karawang            4.2           8  \n",
       "2  Galeri Cantik Indonesia  Kab. Tangerang            4.7          21  \n",
       "3                 DSH SHOP         Bandung            5.0           2  \n",
       "4            Amalia Herbal       Tangerang            4.8          12  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bukalapak.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Setelah semua data sesuai dengan format yang kita mau, selanjutnya adalah memvisualisasikan data tersebut agar dapat dibaca dengan tampilan yang lebih menarik bagi pembaca. Pada visualisasi kali ini, saya menggunakan package altair seperti yang ada pada bahasa pemrogramaan R. Cara menginstal altair di python adalah sebagai berikut:\n",
    "- pip install -U altair vega_datasets jupyterlab\n",
    "\n",
    "**PENTING!!!**\n",
    "\n",
    "Ketika running plot nanti Anda mengalami kegagalan, cek versi Jupyter(jika Anda menggunakan Jupyter) pada komputer Anda. Pastikan menggunakan versi Jupyter terbaru.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RendererRegistry.enable('notebook')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import altair as alt\n",
    "alt.renderers.enable('notebook')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Segmentasi Produk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "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>harga</th>\n",
       "      <th>rating_produk</th>\n",
       "      <th>jml_review</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3.500000e+02</td>\n",
       "      <td>350.000000</td>\n",
       "      <td>350.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>6.219829e+04</td>\n",
       "      <td>4.726857</td>\n",
       "      <td>18.088571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>9.769807e+04</td>\n",
       "      <td>0.387881</td>\n",
       "      <td>35.829597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.000000e+03</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.600000e+04</td>\n",
       "      <td>4.600000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>4.700000e+04</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.500000e+04</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>19.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.664500e+06</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>367.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              harga  rating_produk  jml_review\n",
       "count  3.500000e+02     350.000000  350.000000\n",
       "mean   6.219829e+04       4.726857   18.088571\n",
       "std    9.769807e+04       0.387881   35.829597\n",
       "min    2.000000e+03       1.000000    1.000000\n",
       "25%    2.600000e+04       4.600000    3.000000\n",
       "50%    4.700000e+04       4.800000    8.000000\n",
       "75%    7.500000e+04       5.000000   19.000000\n",
       "max    1.664500e+06       5.000000  367.000000"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bukalapak.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hasil ringkasan statistika di atas akan saya gunakan untuk melakukan segmentasi produk berdasarkan harga dengan rincian sebagai berikut:\n",
    "- Mahal: produk dikatakan mahal jika harganya > Q3 harga produk\n",
    "- Sedang : produk dikatakan sedang jika harga >= Q2 & harga <= Q3 harga produk\n",
    "- Murah : produk dikatakan murah jika harga < Q2 harga produk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[26000.0, 47000.0, 75000.0]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "q_harga = (bukalapak.harga.quantile([0.25, 0.5, 0.75])).to_list()\n",
    "q_harga"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "kondisi = [\n",
    "    (bukalapak.harga <= q_harga[1]),\n",
    "    (bukalapak.harga <= q_harga[2]),\n",
    "    (bukalapak.harga > q_harga[2])\n",
    "]\n",
    "\n",
    "kelas = ['Murah', 'Sedang','Mahal']\n",
    "    \n",
    "bukalapak['segmen_harga'] = np.select(kondisi, kelas, default='Mahal')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Murah     178\n",
       "Sedang     87\n",
       "Mahal      85\n",
       "Name: segmen_harga, dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bukalapak.segmen_harga.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dari hasil di atas sekarang kita dapat mengetahui bahwa setengah data penjualan lipstik yang kita miliki tergolong dalam segmen harga murah. Artinya, produk lipstik yang banyak terjual dan laku di etalase adalah produk dengan harga kurang  dari Rp 47.000,00. Untuk membuat informasi ini lebih menarik kita dapat memvisualisasikannya agar terbaca lebih mudah."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
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Lipstik Matte Wardah\", \"harga\": 40000, \"penjual\": \"Bunga Padi\", \"kota\": \"Karawang\", \"rating_produk\": 4.2, \"jml_review\": 8, \"segmen_harga\": \"Murah\"}, {\"nama_produk\": \"Lipstik 3ce Set Mini Kit\", \"harga\": 26900, \"penjual\": \"Galeri Cantik Indonesia\", \"kota\": \"Kab. 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Tangerang\", \"rating_produk\": 4.8, \"jml_review\": 4, \"segmen_harga\": \"Murah\"}, {\"nama_produk\": \"LIPSTIK NASA LC09 Coklat Muda\", \"harga\": 75000, \"penjual\": \"PRODUK NASA ORIGINAL\", \"kota\": \"Jakarta Selatan\", \"rating_produk\": 4.8, \"jml_review\": 6, \"segmen_harga\": \"Sedang\"}, {\"nama_produk\": \"LIPSTIK ALAMI NASA LC01\", \"harga\": 75000, \"penjual\": \"PRODUK NASA ORIGINAL\", \"kota\": \"Jakarta Selatan\", \"rating_produk\": 5.0, \"jml_review\": 1, \"segmen_harga\": \"Sedang\"}, {\"nama_produk\": \"Ilav Lipstik Original HWI\", \"harga\": 135000, \"penjual\": \"Asep Dwi HWI\", \"kota\": \"Subang\", \"rating_produk\": 5.0, \"jml_review\": 8, \"segmen_harga\": \"Mahal\"}, {\"nama_produk\": \"PROMO BUNDLING HEMAT LIPSTIK DAN PENSIL ALIS BROWN COKLAT\", \"harga\": 35000, \"penjual\": \"Nafiry Shop\", \"kota\": \"Jakarta Barat\", \"rating_produk\": 4.5, \"jml_review\": 46, \"segmen_harga\": \"Murah\"}, {\"nama_produk\": \"PAKET CANTIK BUNDLING LIPSTIK LIP ON LIP MATTE REDISH DAN GIANT TISSUE WAJAH 200 SHEET\", \"harga\": 76200, \"penjual\": \"DENEI COLLECTION\", \"kota\": \"Jakarta Pusat\", \"rating_produk\": 4.7, \"jml_review\": 27, \"segmen_harga\": \"Mahal\"}, {\"nama_produk\": \"Matte Mate Lipstick Lip Stick Lipstik Y.O.U YOU Elly Hazel Calla Coco Anna Scarlet Candy Midnight Ruby Tahan Lama Long Lasting Original Murah\", \"harga\": 72000, \"penjual\": \"Beautilo\", \"kota\": \"Jakarta Barat\", \"rating_produk\": 5.0, \"jml_review\": 17, \"segmen_harga\": \"Sedang\"}, {\"nama_produk\": \"Matte Liquid Lipstick Lipstik Lip Stick Cair Madame Gie Lip Liquide Cream Tahan Lama Long Lasting Bagus Murah\", \"harga\": 50000, \"penjual\": \"Beautilo\", \"kota\": \"Jakarta Barat\", \"rating_produk\": 4.9, \"jml_review\": 17, \"segmen_harga\": \"Sedang\"}, {\"nama_produk\": \"Matte Lipstick Lipstik KISS PROOF No.04 Soft Matte Longlasting Tahan Lama by Menow Murah\", \"harga\": 10000, \"penjual\": \"Beautilo\", \"kota\": \"Jakarta Barat\", \"rating_produk\": 4.7, \"jml_review\": 24, \"segmen_harga\": \"Murah\"}, {\"nama_produk\": \"Matte Lip Cream YOU Y O U Soft Matte Lipcream Lipstick Lipstik Chic Naked Charming Sassy Elegant Darling Original Asli Murah\", \"harga\": 95000, \"penjual\": \"Beautilo\", \"kota\": \"Jakarta Barat\", \"rating_produk\": 5.0, \"jml_review\": 8, \"segmen_harga\": \"Mahal\"}, {\"nama_produk\": \"Soft Matte Lip Cream Lipstick Lipstik Lembut Tidak Kering Terbukti AMAN\", \"harga\": 131000, \"penjual\": \"SUPLIER GROSIR JAKARTA\", \"kota\": \"Jakarta Pusat\", \"rating_produk\": 5.0, \"jml_review\": 54, \"segmen_harga\": \"Mahal\"}, {\"nama_produk\": \"Lipstik Matte Huda - Huda Beauty Liquid Matte Minis-Made Love Collection Lipstik Matte-Lipstick Set Gift\", \"harga\": 8900, \"penjual\": \"PUSAT\", \"kota\": \"Jakarta Barat\", \"rating_produk\": 4.5, \"jml_review\": 103, \"segmen_harga\": \"Murah\"}, {\"nama_produk\": \"Lipstik LC08PN Moreskin LipCream Pink Menyala Original Nasa Alami Aman\", \"harga\": 75000, \"penjual\": \"ORGANIK CANTIK ALAMI OCA NASA\", \"kota\": \"Banyumas\", \"rating_produk\": 5.0, \"jml_review\": 4, \"segmen_harga\": \"Sedang\"}, {\"nama_produk\": \"lipstik purbasari matte new\", \"harga\": 26500, \"penjual\": \"Jakarta cosmetik\", \"kota\": \"Bekasi\", \"rating_produk\": 4.6, \"jml_review\": 133, \"segmen_harga\": \"Murah\"}, {\"nama_produk\": \"B erl Cosmetic ORI Lip Matte Lip Cream Tahan 12 jam BPOM HALAL Lipstik\", \"harga\": 110000, \"penjual\": \"OFFICIAL STORE HURI KZ\", \"kota\": \"Jakarta Timur\", \"rating_produk\": 5.0, \"jml_review\": 5, \"segmen_harga\": \"Mahal\"}, {\"nama_produk\": \"BIBIT AGLONEMA LIPSTIK KLASSIK\", \"harga\": 50000, \"penjual\": \"ADELIA NURSERY\", \"kota\": \"Metro\", \"rating_produk\": 5.0, \"jml_review\": 1, \"segmen_harga\": \"Sedang\"}, {\"nama_produk\": \"Lipstik Matte Waterlock - Lipstick Kiss Beauty\", \"harga\": 20000, \"penjual\": \"Happy Hour\", \"kota\": \"Jakarta Timur\", \"rating_produk\": 4.4, \"jml_review\": 81, \"segmen_harga\": \"Murah\"}, {\"nama_produk\": \"Bibit Bunga Aglonema lipstik klasik super-bilqis bibit\", \"harga\": 50000, \"penjual\": \"BILQIS  bibit unggul\", \"kota\": \"Metro\", \"rating_produk\": 5.0, \"jml_review\": 1, \"segmen_harga\": \"Sedang\"}, {\"nama_produk\": \"LIPSTIK LIPSTICK LIP CREAM MATTE ORIGINAL\", \"harga\": 75000, \"penjual\": \"Top Seller\", \"kota\": \"Jakarta Selatan\", \"rating_produk\": 5.0, \"jml_review\": 13, \"segmen_harga\": \"Sedang\"}, {\"nama_produk\": \"lipstik oleh oleh haji umroh\", \"harga\": 7500, \"penjual\": \"assalaam\", \"kota\": \"Cirebon\", \"rating_produk\": 5.0, \"jml_review\": 1, \"segmen_harga\": \"Murah\"}, {\"nama_produk\": \"Exclusive Matte Lip Cream Eyeshadaw Eye Shadaw Lipstik Looke Holy Lip CREAM THALIA Cream Blush On Cantik & Tahan Lama Natural Original\", \"harga\": 140000, \"penjual\": \"amrita shop\", \"kota\": \"Jakarta Pusat\", \"rating_produk\": 5.0, \"jml_review\": 29, \"segmen_harga\": \"Mahal\"}, {\"nama_produk\": \"Lip Cream Matte Liquid Eye Shadow Cream Blush On Lipstik Looke Holy Lip CREAM IRENE Cantik dan Tahan Lama Natural Original Terlaris\", \"harga\": 140000, \"penjual\": \"amrita shop\", \"kota\": \"Jakarta Pusat\", \"rating_produk\": 5.0, \"jml_review\": 29, \"segmen_harga\": \"Mahal\"}, {\"nama_produk\": \"Wardah Exclusive Lip Cream Lipstik Lipstick Matte\", \"harga\": 41500, \"penjual\": \"MurahJakarta\", \"kota\": \"Jakarta Pusat\", \"rating_produk\": 4.6, \"jml_review\": 233, \"segmen_harga\": \"Murah\"}, {\"nama_produk\": \"Viva Lipstik\", \"harga\": 50000, \"penjual\": \"Komplit_shop\", \"kota\": \"Indramayu\", \"rating_produk\": 5.0, \"jml_review\": 27, \"segmen_harga\": \"Sedang\"}, {\"nama_produk\": \"Lipstik Concealer Good Quality\", \"harga\": 121000, \"penjual\": \"lapaklihun\", \"kota\": \"Jakarta Selatan\", \"rating_produk\": 5.0, \"jml_review\": 26, \"segmen_harga\": \"Mahal\"}, {\"nama_produk\": \"Kosmestik Lipstik viva Murah\", \"harga\": 13000, \"penjual\": \"Enggal Luwes\", \"kota\": \"Solo\", \"rating_produk\": 4.5, \"jml_review\": 22, \"segmen_harga\": \"Murah\"}, {\"nama_produk\": \"Sale Lipstick Lipstik Matte Blue Lime Crime Velvetines Liquid Matte Varian Salem Pink Red Velvet Faded Bleached Cashmere Pansy Murah\", \"harga\": 10000, \"penjual\": \"Beautilo\", \"kota\": \"Jakarta Barat\", \"rating_produk\": 4.8, \"jml_review\": 18, \"segmen_harga\": \"Murah\"}, {\"nama_produk\": \"Shannen Lipstik Shanen Lip Color\", \"harga\": 85000, \"penjual\": \"Andre\", \"kota\": \"Jakarta Utara\", \"rating_produk\": 4.6, \"jml_review\": 49, \"segmen_harga\": \"Mahal\"}, {\"nama_produk\": \"LIPSTIK LOOKE HOLY LIP CREAM IRENE Warna Pink Kecoklatan Original NASA\", \"harga\": 167000, \"penjual\": \"MAY ROSE OLSHOP\", \"kota\": \"Surabaya\", \"rating_produk\": 5.0, \"jml_review\": 21, \"segmen_harga\": \"Mahal\"}, {\"nama_produk\": \"Matte Lipstik Y O U YOU Color Colour Lip Matte Finished Lipstick Tahan Lama Long Lasting Original Asli Murah\", \"harga\": 140000, \"penjual\": \"Beautilo\", \"kota\": \"Jakarta Barat\", \"rating_produk\": 5.0, \"jml_review\": 15, \"segmen_harga\": \"Mahal\"}, {\"nama_produk\": \"Looke Lipstik Thalia  Warna Merah Muda LOOKE HOLY LIP CREAM THALIA Warna Dusty Pink Original NASA\", \"harga\": 167000, \"penjual\": \"MAY ROSE OLSHOP\", \"kota\": \"Surabaya\", \"rating_produk\": 5.0, \"jml_review\": 20, \"segmen_harga\": \"Mahal\"}, {\"nama_produk\": \"Wardah Long Lasting Lipstik\", \"harga\": 48000, \"penjual\": \"Juanda zain\", \"kota\": \"Jakarta Timur\", \"rating_produk\": 4.7, \"jml_review\": 9, \"segmen_harga\": \"Sedang\"}, {\"nama_produk\": \"kyle matte liquid lipstik\", \"harga\": 243000, \"penjual\": \"Baim Kahifi\", \"kota\": \"Banjar\", \"rating_produk\": 5.0, \"jml_review\": 3, \"segmen_harga\": \"Mahal\"}, {\"nama_produk\": \"WARDAH LIP CREAM EXCLUSIVE LIPSTIK MATTE\", \"harga\": 41900, \"penjual\": \"WaFara\", \"kota\": \"Bekasi\", \"rating_produk\": 4.6, \"jml_review\": 176, \"segmen_harga\": \"Murah\"}, {\"nama_produk\": \"Shannen Lipstick Shanen Lipstik\", \"harga\": 90000, \"penjual\": \"Beard Shop\", \"kota\": \"Jakarta Utara\", \"rating_produk\": 4.5, \"jml_review\": 6, \"segmen_harga\": \"Mahal\"}, {\"nama_produk\": \"RK Cosmetics Lipcream. 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"
     },
     "metadata": {
      "jupyter-vega": "#807e55dc-2c7b-46d7-82bd-68a2a3075a32"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar=alt.Chart(bukalapak).mark_bar().encode(\n",
    "    x = 'segmen_harga',\n",
    "    y = 'count(segmen_harga)',\n",
    "    color = 'segmen_harga',\n",
    "    tooltip=['segmen_harga', 'count(segmen_harga)']\n",
    ").interactive()\n",
    "bar.properties(width=300, title='Segmentasi Harga Lipstik di Bukalapak')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 10 Produk Lipstik yang Kurang Direkomendasikan"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sekarang kita akan kembali lagi ke tabel ringkasan statistika untuk merumuskan produk yang dinilai bagus dilihat dari jumlah rating dan review produknya."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "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>harga</th>\n",
       "      <th>rating_produk</th>\n",
       "      <th>jml_review</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3.500000e+02</td>\n",
       "      <td>350.000000</td>\n",
       "      <td>350.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>6.219829e+04</td>\n",
       "      <td>4.726857</td>\n",
       "      <td>18.088571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>9.769807e+04</td>\n",
       "      <td>0.387881</td>\n",
       "      <td>35.829597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.000000e+03</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.600000e+04</td>\n",
       "      <td>4.600000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>4.700000e+04</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.500000e+04</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>19.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.664500e+06</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>367.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              harga  rating_produk  jml_review\n",
       "count  3.500000e+02     350.000000  350.000000\n",
       "mean   6.219829e+04       4.726857   18.088571\n",
       "std    9.769807e+04       0.387881   35.829597\n",
       "min    2.000000e+03       1.000000    1.000000\n",
       "25%    2.600000e+04       4.600000    3.000000\n",
       "50%    4.700000e+04       4.800000    8.000000\n",
       "75%    7.500000e+04       5.000000   19.000000\n",
       "max    1.664500e+06       5.000000  367.000000"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bukalapak.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Berdasarkan hasil tabel diatas, saya akan membuat sebuah asumsi dengan batasan bahwa produk dikatakan kurang bagus dan kurang direkomendasikan jika rating produknya kurang dari 4.5 dan jumlah reviewnya lebih dari 3 (asumsi diambil dengan mempertimbangkan nilai quantile 1). Data yang diambil kemudian diurutkan dan diambil 10 data paling bawah."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "less_recomendation = bukalapak[(bukalapak.jml_review >=3)&(bukalapak.rating_produk < 4.5)].sort_values('rating_produk',ascending=False).tail(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "var spec = {\"config\": {\"view\": {\"width\": 400, \"height\": 300}, \"mark\": {\"tooltip\": null}}, \"data\": {\"name\": \"data-5b1099270a36d81b98c4e3ba1705b3b4\"}, \"mark\": \"bar\", \"encoding\": {\"tooltip\": [{\"type\": \"nominal\", \"field\": \"nama_produk\"}, {\"type\": \"nominal\", \"field\": \"penjual\"}, {\"type\": \"quantitative\", \"field\": \"harga\"}, {\"type\": \"quantitative\", \"field\": \"jml_review\"}, {\"type\": \"quantitative\", \"field\": \"rating_produk\"}], \"x\": {\"type\": \"quantitative\", \"field\": \"rating_produk\"}, \"y\": {\"type\": \"nominal\", \"field\": \"nama_produk\"}}, \"title\": \"10 Produk Lipstik yang Kurang Direkomendasikan\", \"width\": 300, \"$schema\": \"https://vega.github.io/schema/vega-lite/v3.3.0.json\", \"datasets\": {\"data-5b1099270a36d81b98c4e3ba1705b3b4\": [{\"nama_produk\": \"Lipstick Lipstik Hare Original Made In Taiwan\", \"harga\": 5000, \"penjual\": \"TokoSurabaya\", \"kota\": \"Surabaya\", \"rating_produk\": 4.2, \"jml_review\": 4, \"segmen_harga\": \"Murah\"}, {\"nama_produk\": \"Wardah Lipstik Matte.  Lipstik Matte Wardah\", \"harga\": 40000, \"penjual\": \"Bunga Padi\", \"kota\": \"Karawang\", \"rating_produk\": 4.2, \"jml_review\": 8, \"segmen_harga\": \"Murah\"}, {\"nama_produk\": \"ERTOS Barbie Lips - Lipmatte Lipstik Lipstick Matte - ERTOS Skincare\", \"harga\": 55000, \"penjual\": \"VAMOS\", \"kota\": \"Depok\", \"rating_produk\": 4.2, \"jml_review\": 43, \"segmen_harga\": \"Sedang\"}, {\"nama_produk\": \"LOOKE HOLY LIP CREAM THALIA - lipstik bibir - lipstik merah\", \"harga\": 140000, \"penjual\": \"Affan Shop\", \"kota\": \"Surabaya\", \"rating_produk\": 4.2, \"jml_review\": 17, \"segmen_harga\": \"Mahal\"}, {\"nama_produk\": \"Lipstick 3CE Recipe Mood Mini Kit Lipstik Warna Merah\", \"harga\": 40000, \"penjual\": \"Sedaap Rasayang\", \"kota\": \"Jakarta Barat\", \"rating_produk\": 4.2, \"jml_review\": 12, \"segmen_harga\": \"Murah\"}, {\"nama_produk\": \"NOVO DOUBLE COLOR LIPSTICK Two Tone Lipstik Dua Warna\", \"harga\": 25900, \"penjual\": \"bursa cosmetik murah\", \"kota\": \"Tangerang\", \"rating_produk\": 4.1, \"jml_review\": 18, \"segmen_harga\": \"Murah\"}, {\"nama_produk\": \"Tanaman Hias Aglonema Lipstik Aglaonema Lipstick Siam Aurora Bibit\", \"harga\": 9900, \"penjual\": \"Flora Herba Nusantara Bekasi\", \"kota\": \"Bekasi\", \"rating_produk\": 4.0, \"jml_review\": 4, \"segmen_harga\": \"Murah\"}, {\"nama_produk\": \"DNM Lipstik 19 Warna Matte Long Lasting Tahan Air Tahan Lama Original\", \"harga\": 9500, \"penjual\": \"Raja Dan Ratu\", \"kota\": \"Jakarta Utara\", \"rating_produk\": 4.0, \"jml_review\": 3, \"segmen_harga\": \"Murah\"}, {\"nama_produk\": \"Lindor Colorfix Lipstik\", \"harga\": 16000, \"penjual\": \"FaiqahShop\", \"kota\": \"Kab. Tangerang\", \"rating_produk\": 3.8, \"jml_review\": 20, \"segmen_harga\": \"Murah\"}, {\"nama_produk\": \"shannen lipstik shannen lip colour and liptin\", \"harga\": 100000, \"penjual\": \"Lapak Madu One\", \"kota\": \"Kab. Tangerang\", \"rating_produk\": 3.8, \"jml_review\": 8, \"segmen_harga\": \"Mahal\"}]}};\n",
       "var opt = {};\n",
       "var type = \"vega-lite\";\n",
       "var id = \"5c49061f-880b-4d36-b4ec-0dc7fb1e4069\";\n",
       "\n",
       "var output_area = this;\n",
       "\n",
       "require([\"nbextensions/jupyter-vega/index\"], function(vega) {\n",
       "  var target = document.createElement(\"div\");\n",
       "  target.id = id;\n",
       "  target.className = \"vega-embed\";\n",
       "\n",
       "  var style = document.createElement(\"style\");\n",
       "  style.textContent = [\n",
       "    \".vega-embed .error p {\",\n",
       "    \"  color: firebrick;\",\n",
       "    \"  font-size: 14px;\",\n",
       "    \"}\",\n",
       "  ].join(\"\\\\n\");\n",
       "\n",
       "  // element is a jQuery wrapped DOM element inside the output area\n",
       "  // see http://ipython.readthedocs.io/en/stable/api/generated/\\\n",
       "  // IPython.display.html#IPython.display.Javascript.__init__\n",
       "  element[0].appendChild(target);\n",
       "  element[0].appendChild(style);\n",
       "\n",
       "  vega.render(\"#\" + id, spec, type, opt, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== \"scripterror\") {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ],
      "text/plain": [
       "<vega.vegalite.VegaLite at 0x22171f700b8>"
      ]
     },
     "metadata": {
      "jupyter-vega": "#5c49061f-880b-4d36-b4ec-0dc7fb1e4069"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "jupyter-vega": "#5c49061f-880b-4d36-b4ec-0dc7fb1e4069"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar=alt.Chart(less_recomendation).mark_bar().encode(\n",
    "    x = 'rating_produk',\n",
    "    y = 'nama_produk',\n",
    "    tooltip=['nama_produk','penjual','harga','jml_review','rating_produk']\n",
    ")\n",
    "bar.properties(width=300, title='10 Produk Lipstik yang Kurang Direkomendasikan')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Berdasarkan visualisasi bar plot di atas, pada bagian axis Y kita dapat melihat nama produk lipstik yang kurang direkomendasikan untuk dibeli oleh konsumen Bukalapak. Hal ini dapat menjadi pertimbangan bagi pembeli ketika membeli produk lipstik di bukalapak, atau menjadi koreksi bagi penjual untuk meningkatkan kualitas barang yang dijual di tokonya. Ada beberapa hal yang membuat sebuah produk kurang direkomendasikan yaitu kondisi barang yang tidak sama dengan yang dipajang dan dideskripsikan di etalase, barang palsu, kondisi barang yang diterima rusak, dll. Namun, ada pertimbangan yang perlu diperhatikan bahwa visualisasi ini tidak serta merta dapat menjadi acuan mengingat kualitas produk di dunia nyata sangat bergantung ke banyak hal seperti kondisi barang yang rusak akibat pengiriman dan bukan merupakan kesalahan penjual atau kurangnya wawasan pembeli sehingga menilai produk yang dibelinya adalah barang palsu, dll."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Distribusi Data Berdasarkan Rating dan Review Produk"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Seringkali kualitas sebuah produk dikaitkan dengan nilai rating dan seberapa banyak orang yang telah memberikan review terhadap produk tersebut. Hal itu kemudian menjadi pertanyaan besar apakah benar nilai rating suatu produk akan dipengaruhi oleh seberapa banyak orang yang memberikan review terhadap produk tersebut. Kali ini, saya akan melihat persebaran data penjualan lipstik sebelumnya untuk menjawab apakah pertanyaan sebelumnya terbukti atau tidak. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "var spec = {\"config\": {\"view\": {\"width\": 400, \"height\": 300}, \"mark\": {\"tooltip\": null}}, \"data\": {\"name\": \"data-6a6362bc02a3f46c4b1265f6f162bf43\"}, \"mark\": \"point\", \"encoding\": {\"tooltip\": [{\"type\": \"nominal\", \"field\": \"nama_produk\"}, {\"type\": \"quantitative\", \"field\": \"rating_produk\"}, {\"type\": \"quantitative\", \"field\": \"jml_review\"}], \"x\": {\"type\": \"quantitative\", \"field\": \"rating_produk\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"jml_review\"}}, \"title\": \"Rating vs Jumlah Review\", \"width\": 400, \"$schema\": \"https://vega.github.io/schema/vega-lite/v3.3.0.json\", \"datasets\": {\"data-6a6362bc02a3f46c4b1265f6f162bf43\": [{\"nama_produk\": \"Shannen lipstik\", \"harga\": 99000, \"penjual\": \"dian\", \"kota\": \"Bandung\", \"rating_produk\": 4.5, \"jml_review\": 6, \"segmen_harga\": \"Mahal\"}, {\"nama_produk\": \"Wardah Lipstik Matte.  Lipstik Matte Wardah\", \"harga\": 40000, \"penjual\": \"Bunga Padi\", \"kota\": \"Karawang\", \"rating_produk\": 4.2, \"jml_review\": 8, \"segmen_harga\": \"Murah\"}, {\"nama_produk\": \"Lipstik 3ce Set Mini Kit\", \"harga\": 26900, \"penjual\": \"Galeri Cantik Indonesia\", \"kota\": \"Kab. 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"
     },
     "metadata": {
      "jupyter-vega": "#07c77897-e2a9-4312-9aae-9a26a7caf09b"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "my_chart = alt.Chart(bukalapak).mark_point().encode(\n",
    "    x='rating_produk',\n",
    "    y='jml_review',\n",
    "    tooltip=['nama_produk','rating_produk','jml_review']\n",
    ")\n",
    "my_chart.properties(width=400, title='Rating vs Jumlah Review')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Jika dilihat dari scatter plot di atas, data penjualan  lipstik terlihat memusat di rentang rating 4 sampai dengan 5 dengan jumlah review antara rentang 0 sampai dengan 50. Sementara itu terdapat data yang terletak di ujung kiri bawah dengan rating 1 dan jumlah review 1 yang artinya produk ini dinilai sangat jelek dan tidak direkomendasikan dan ada juga data yang terletak di ujung kanan atas dengan nilai rating 4.8 dan jumlah review sebanyak 299. Ini artinya sebenernya tidak ada kaitannya antara rating dan jumlah review pada kasus di dataset Bukalapak yang saya miliki karena dengan melihat persebaran data di atas sebenarnya walaupun jumlah review cukup banyak, rating produk tetap cukup bagus karena nilai ratingnya >= 4.5."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Kota dengan Penjualan Terbanyak "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_10_kota = pd.crosstab(index=bukalapak.kota,\n",
    "           columns='jumlah_penjualan').sort_values('jumlah_penjualan', ascending=False).head(10).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "var spec = {\"config\": {\"view\": {\"width\": 400, \"height\": 300}, \"mark\": {\"tooltip\": null}}, \"data\": {\"name\": \"data-1c8ffbf00f3e267cb539b87513b76a64\"}, \"mark\": \"bar\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"kota\"}, \"tooltip\": [{\"type\": \"quantitative\", \"field\": \"jumlah_penjualan\"}], \"x\": {\"type\": \"nominal\", \"field\": \"kota\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"jumlah_penjualan\"}}, \"width\": 300, \"$schema\": \"https://vega.github.io/schema/vega-lite/v3.3.0.json\", \"datasets\": {\"data-1c8ffbf00f3e267cb539b87513b76a64\": [{\"index\": 0, \"kota\": \"Jakarta Barat\", \"jumlah_penjualan\": 46}, {\"index\": 1, \"kota\": \"Surabaya\", \"jumlah_penjualan\": 37}, {\"index\": 2, \"kota\": \"Jakarta Utara\", \"jumlah_penjualan\": 34}, {\"index\": 3, \"kota\": \"Jakarta Pusat\", \"jumlah_penjualan\": 20}, {\"index\": 4, \"kota\": \"Kab. Tangerang\", \"jumlah_penjualan\": 19}, {\"index\": 5, \"kota\": \"Kab. Bogor\", \"jumlah_penjualan\": 18}, {\"index\": 6, \"kota\": \"Semarang\", \"jumlah_penjualan\": 18}, {\"index\": 7, \"kota\": \"Jakarta Selatan\", \"jumlah_penjualan\": 18}, {\"index\": 8, \"kota\": \"Bekasi\", \"jumlah_penjualan\": 15}, {\"index\": 9, \"kota\": \"Tangerang\", \"jumlah_penjualan\": 14}]}};\n",
       "var opt = {};\n",
       "var type = \"vega-lite\";\n",
       "var id = \"3b8e113f-6290-4a15-a377-a9c2478cd436\";\n",
       "\n",
       "var output_area = this;\n",
       "\n",
       "require([\"nbextensions/jupyter-vega/index\"], function(vega) {\n",
       "  var target = document.createElement(\"div\");\n",
       "  target.id = id;\n",
       "  target.className = \"vega-embed\";\n",
       "\n",
       "  var style = document.createElement(\"style\");\n",
       "  style.textContent = [\n",
       "    \".vega-embed .error p {\",\n",
       "    \"  color: firebrick;\",\n",
       "    \"  font-size: 14px;\",\n",
       "    \"}\",\n",
       "  ].join(\"\\\\n\");\n",
       "\n",
       "  // element is a jQuery wrapped DOM element inside the output area\n",
       "  // see http://ipython.readthedocs.io/en/stable/api/generated/\\\n",
       "  // IPython.display.html#IPython.display.Javascript.__init__\n",
       "  element[0].appendChild(target);\n",
       "  element[0].appendChild(style);\n",
       "\n",
       "  vega.render(\"#\" + id, spec, type, opt, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== \"scripterror\") {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ],
      "text/plain": [
       "<vega.vegalite.VegaLite at 0x22171f49390>"
      ]
     },
     "metadata": {
      "jupyter-vega": "#3b8e113f-6290-4a15-a377-a9c2478cd436"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "jupyter-vega": "#3b8e113f-6290-4a15-a377-a9c2478cd436"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bars = alt.Chart(top_10_kota.reset_index()).mark_bar().encode(\n",
    "    x='kota',\n",
    "    y='jumlah_penjualan:Q',\n",
    "    color='kota',\n",
    "    tooltip=['jumlah_penjualan']\n",
    ").properties(width=300)\n",
    "bars"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Jakarta Barat menjadi kota yang paling banyak melakukan pengiriman produk lipstik kepada pembeli di Bukalapak. Rata-rata penjualan produk lipstik berasal dari daerah Jabodetabek. Melalui pendekatan ini, sebuah brand lipstik dapat menjadikannya patokan untuk melakukan pendistribusian produk dengan kuantitas yang lebih besar dari sektor wilayah lainnya."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Kesimpulan"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Scrapping merupakan salah satu cara untuk mengoleksi/mengumpulkan data ketika kita tidak punya akses langsung untuk mengambil data dari sebuah situs. Metode ini cukup efektif dalam mengumpulkan data karena cukup mudah dan tidak membutuhkan biaya banyak (bahkan bisa tanpa biaya). Akan tetapi tidak semua situs web dapat di scrap karena beberapa situs bersifat tertutup. Bukalapak menjadi salah satu website yang dapat diambil beberapa datanya sehingga kita dapat melakukan analisis terhadap sampel data yang kita ambil. Selain itu, data hasil scrapping juga dapat disimpan ke dalam berbagai format yang semakin memudahkan kita untuk melakukan analisis. Data yang berhasil diambil dari website Bukalapak pada latihan kali ini berjumlah 350 data yang memuat nama produk, penjual, kota pengiriman, harga, rating produk, dan jumlah review produk. "
   ]
  }
 ],
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   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
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  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
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   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
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   "toc_position": {
    "height": "462.222px",
    "left": "136px",
    "top": "263.926px",
    "width": "284.444px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
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}