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Coinioc Task 1
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Importing all Libraries" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import requests\n", | |
| "import numpy as np\n", | |
| "import pandas as pd\n", | |
| "from bs4 import BeautifulSoup\n", | |
| "\n", | |
| "from IPython.display import Image, display\n", | |
| "from IPython.core.display import HTML \n", | |
| "\n", | |
| "pd.set_option('display.max_rows',100)\n", | |
| "from IPython.core.interactiveshell import InteractiveShell\n", | |
| "InteractiveShell.ast_node_interactivity = \"all\"\n", | |
| "\n", | |
| "%matplotlib inline" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Getting data from the link" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "page = requests.get(\"https://www.pcgs.com/SetRegistry/dollars/morgan-dollars-major-sets/morgan-dollars-basic-set-circulation-strikes-1878-1921/publishedset/12698\")\n", | |
| "soup = BeautifulSoup(page.content, 'html.parser')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Web Scraping" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "df = pd.DataFrame()\n", | |
| "for tr in soup.find_all('tr')[1:]:\n", | |
| " tds = tr.find_all('td')\n", | |
| " if tds[1].find('a')==None:\n", | |
| " df = df.append(pd.Series([np.NAN,tds[2].text,tds[3].text,tds[4].text,tds[5].text,tds[6].text,\n", | |
| " tds[7].text,tds[8].text,tds[9].text,tds[10].text]),ignore_index=True)\n", | |
| " else:\n", | |
| " df = df.append(pd.Series([tds[1].find('a')['href'],tds[2].text,tds[3].text,tds[4].text,tds[5].text,tds[6].text,\n", | |
| " tds[7].text,tds[8].text,tds[9].text,tds[10].text]),ignore_index=True)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Data in that page" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style>\n", | |
| " .dataframe thead tr:only-child th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: left;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>Image_Link</th>\n", | |
| " <th>Item</th>\n", | |
| " <th>PCGS #</th>\n", | |
| " <th>Date</th>\n", | |
| " <th>Denom</th>\n", | |
| " <th>Grade</th>\n", | |
| " <th>PCGS # POP</th>\n", | |
| " <th>PCGS # POP Higher</th>\n", | |
| " <th>Pop</th>\n", | |
| " <th>Pop Higher</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>https://images.pcgs.com/CoinFacts/83747140_800...</td>\n", | |
| " <td>\\n1878 8TF\\n</td>\n", | |
| " <td>7072</td>\n", | |
| " <td>1878 8TF</td>\n", | |
| " <td>$1</td>\n", | |
| " <td>MS65</td>\n", | |
| " <td>704</td>\n", | |
| " <td>129</td>\n", | |
| " <td>830</td>\n", | |
| " <td>141</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>https://images.pcgs.com/CoinFacts/81947412_800...</td>\n", | |
| " <td>\\n1878 7TF\\n</td>\n", | |
| " <td>7074</td>\n", | |
| " <td>1878 7TF</td>\n", | |
| " <td>$1</td>\n", | |
| " <td>MS66+</td>\n", | |
| " <td>8</td>\n", | |
| " <td>0</td>\n", | |
| " <td>8</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>\\n1878 7/8TF\\n</td>\n", | |
| " <td>7078</td>\n", | |
| " <td>1878 7/8TF</td>\n", | |
| " <td>$1</td>\n", | |
| " <td>MS65</td>\n", | |
| " <td>344</td>\n", | |
| " <td>43</td>\n", | |
| " <td>632</td>\n", | |
| " <td>72</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>\\n1878-CC\\n</td>\n", | |
| " <td>7080</td>\n", | |
| " <td>1878-CC</td>\n", | |
| " <td>$1</td>\n", | |
| " <td>MS66</td>\n", | |
| " <td>313</td>\n", | |
| " <td>53</td>\n", | |
| " <td>328</td>\n", | |
| " <td>53</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>\\n1878-S\\n</td>\n", | |
| " <td>7082</td>\n", | |
| " <td>1878-S</td>\n", | |
| " <td>$1</td>\n", | |
| " <td>MS66+</td>\n", | |
| " <td>88</td>\n", | |
| " <td>36</td>\n", | |
| " <td>90</td>\n", | |
| " <td>38</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>\\n1879\\n</td>\n", | |
| " <td>7084</td>\n", | |
| " <td>1879</td>\n", | |
| " <td>$1</td>\n", | |
| " <td>MS65+</td>\n", | |
| " <td>62</td>\n", | |
| " <td>279</td>\n", | |
| " <td>65</td>\n", | |
| " <td>283</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>6</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>\\n1879-CC\\n</td>\n", | |
| " <td>7086</td>\n", | |
| " <td>1879-CC</td>\n", | |
| " <td>$1</td>\n", | |
| " <td>MS64+</td>\n", | |
| " <td>58</td>\n", | |
| " <td>110</td>\n", | |
| " <td>90</td>\n", | |
| " <td>135</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>7</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>\\n1879-O\\n</td>\n", | |
| " <td>7090</td>\n", | |
| " <td>1879-O</td>\n", | |
| " <td>$1</td>\n", | |
| " <td>MS65</td>\n", | |
| " <td>464</td>\n", | |
| " <td>79</td>\n", | |
| " <td>468</td>\n", | |
| " <td>80</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>8</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>\\n1879-S\\n</td>\n", | |
| " <td>7092</td>\n", | |
| " <td>1879-S</td>\n", | |
| " <td>$1</td>\n", | |
| " <td>MS67</td>\n", | |
| " <td>1553</td>\n", | |
| " <td>260</td>\n", | |
| " <td>1610</td>\n", | |
| " <td>268</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>9</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>\\n1880\\n</td>\n", | |
| " <td>7096</td>\n", | |
| " <td>1880</td>\n", | |
| " <td>$1</td>\n", | |
| " <td>MS66</td>\n", | |
| " <td>190</td>\n", | |
| " <td>19</td>\n", | |
| " <td>201</td>\n", | |
| " <td>19</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " Image_Link Item PCGS # \\\n", | |
| "0 https://images.pcgs.com/CoinFacts/83747140_800... \\n1878 8TF\\n 7072 \n", | |
| "1 https://images.pcgs.com/CoinFacts/81947412_800... \\n1878 7TF\\n 7074 \n", | |
| "2 NaN \\n1878 7/8TF\\n 7078 \n", | |
| "3 NaN \\n1878-CC\\n 7080 \n", | |
| "4 NaN \\n1878-S\\n 7082 \n", | |
| "5 NaN \\n1879\\n 7084 \n", | |
| "6 NaN \\n1879-CC\\n 7086 \n", | |
| "7 NaN \\n1879-O\\n 7090 \n", | |
| "8 NaN \\n1879-S\\n 7092 \n", | |
| "9 NaN \\n1880\\n 7096 \n", | |
| "\n", | |
| " Date Denom Grade PCGS # POP PCGS # POP Higher Pop Pop Higher \n", | |
| "0 1878 8TF $1 MS65 704 129 830 141 \n", | |
| "1 1878 7TF $1 MS66+ 8 0 8 1 \n", | |
| "2 1878 7/8TF $1 MS65 344 43 632 72 \n", | |
| "3 1878-CC $1 MS66 313 53 328 53 \n", | |
| "4 1878-S $1 MS66+ 88 36 90 38 \n", | |
| "5 1879 $1 MS65+ 62 279 65 283 \n", | |
| "6 1879-CC $1 MS64+ 58 110 90 135 \n", | |
| "7 1879-O $1 MS65 464 79 468 80 \n", | |
| "8 1879-S $1 MS67 1553 260 1610 268 \n", | |
| "9 1880 $1 MS66 190 19 201 19 " | |
| ] | |
| }, | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "df.columns = ['Image_Link','Item','PCGS #','Date','Denom','Grade','PCGS # POP','PCGS # POP Higher','Pop','Pop Higher']\n", | |
| "df.head(10)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Links of all images" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "0 https://images.pcgs.com/CoinFacts/83747140_800...\n", | |
| "1 https://images.pcgs.com/CoinFacts/81947412_800...\n", | |
| "11 https://images.pcgs.com/TrueView/28120389_800x...\n", | |
| "24 https://images.pcgs.com/TrueView/25288620_800x...\n", | |
| "31 https://images.pcgs.com/CoinFacts/27669756_800...\n", | |
| "34 https://images.pcgs.com/CoinFacts/83887969_800...\n", | |
| "35 https://images.pcgs.com/TrueView/83892824_800x...\n", | |
| "43 https://images.pcgs.com/CoinFacts/83556710_800...\n", | |
| "50 https://images.pcgs.com/TrueView/80612582_800x...\n", | |
| "54 https://images.pcgs.com/CoinFacts/80596870_800...\n", | |
| "61 https://images.pcgs.com/CoinFacts/81875418_800...\n", | |
| "65 https://images.pcgs.com/TrueView/80607578_800x...\n", | |
| "66 https://images.pcgs.com/SecurePlus/25528880_80...\n", | |
| "71 https://images.pcgs.com/CoinFacts/25386815_800...\n", | |
| "87 https://images.pcgs.com/TrueView/82994298_800x...\n", | |
| "Name: Image_Link, dtype: object" | |
| ] | |
| }, | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "images = df['Image_Link'][df.Image_Link.notnull()]\n", | |
| "images" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Displaying all images with that link" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": { | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<img src=\"https://images.pcgs.com/CoinFacts/83747140_800x600.jpg\" width=\"500\" height=\"600\"/>" | |
| ], | |
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| "<IPython.core.display.Image object>" | |
| ] | |
| }, | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Link: https://images.pcgs.com/CoinFacts/83747140_800x600.jpg\n" | |
| ] | |
| }, | |
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| "<IPython.core.display.Image object>" | |
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| { | |
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| "output_type": "stream", | |
| "text": [ | |
| "Link: https://images.pcgs.com/CoinFacts/81947412_800x600.jpg\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
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| "<IPython.core.display.Image object>" | |
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| "name": "stdout", | |
| "output_type": "stream", | |
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| "Link: https://images.pcgs.com/TrueView/28120389_800x600.jpg\n" | |
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| { | |
| "data": { | |
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| }, | |
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| "name": "stdout", | |
| "output_type": "stream", | |
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| "Link: https://images.pcgs.com/TrueView/25288620_800x600.jpg\n" | |
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| }, | |
| { | |
| "data": { | |
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| }, | |
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| "name": "stdout", | |
| "output_type": "stream", | |
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| "Link: https://images.pcgs.com/CoinFacts/27669756_800x600.jpg\n" | |
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| { | |
| "data": { | |
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| "name": "stdout", | |
| "output_type": "stream", | |
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| "Link: https://images.pcgs.com/CoinFacts/83887969_800x600.jpg\n" | |
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| "data": { | |
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| "output_type": "stream", | |
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| "Link: https://images.pcgs.com/TrueView/83892824_800x600.jpg\n" | |
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| "Link: https://images.pcgs.com/CoinFacts/83556710_800x600.jpg\n" | |
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| "data": { | |
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| "output_type": "stream", | |
| "text": [ | |
| "Link: https://images.pcgs.com/TrueView/80612582_800x600.jpg\n" | |
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| "data": { | |
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| "output_type": "stream", | |
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| "Link: https://images.pcgs.com/CoinFacts/80596870_800x600.jpg\n" | |
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| "metadata": {}, | |
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| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Link: https://images.pcgs.com/CoinFacts/81875418_800x600.jpg\n" | |
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| { | |
| "data": { | |
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| "metadata": {}, | |
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| }, | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Link: https://images.pcgs.com/TrueView/80607578_800x600.jpg\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<img src=\"https://images.pcgs.com/SecurePlus/25528880_800x600.jpg\" width=\"500\" height=\"600\"/>" | |
| ], | |
| "text/plain": [ | |
| "<IPython.core.display.Image object>" | |
| ] | |
| }, | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Link: https://images.pcgs.com/SecurePlus/25528880_800x600.jpg\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<img src=\"https://images.pcgs.com/CoinFacts/25386815_800x600.jpg\" width=\"500\" height=\"600\"/>" | |
| ], | |
| "text/plain": [ | |
| "<IPython.core.display.Image object>" | |
| ] | |
| }, | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Link: https://images.pcgs.com/CoinFacts/25386815_800x600.jpg\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<img src=\"https://images.pcgs.com/TrueView/82994298_800x600.jpg\" width=\"500\" height=\"600\"/>" | |
| ], | |
| "text/plain": [ | |
| "<IPython.core.display.Image object>" | |
| ] | |
| }, | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Link: https://images.pcgs.com/TrueView/82994298_800x600.jpg\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "index = images.index\n", | |
| "for i in xrange(len(index)):\n", | |
| " Image(url= images[index[i]],width=500, height=600)\n", | |
| " print 'Link: ',images[index[i]]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 2", | |
| "language": "python", | |
| "name": "python2" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 2 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython2", | |
| "version": "2.7.13" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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