DataOGD.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Getting the required libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-17T11:15:55.616669Z",
     "start_time": "2020-08-17T11:15:53.712756Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from selenium import webdriver\n",
    "import json\n",
    "import requests\n",
    "from pandas.io.json import json_normalize\n",
    "from bs4 import BeautifulSoup\n",
    "import time\n",
    "from selenium.webdriver.support import expected_conditions\n",
    "from selenium.webdriver.support.ui import WebDriverWait\n",
    "from selenium.webdriver.common.by import By\n",
    "from selenium.webdriver import ActionChains\n",
    "import wget\n",
    "import re\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# getting the main page and links to rest all pages and compile "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Steps : <br>\n",
    "1. Load the url_mail and get links to all yearwise catalogs, these catalogus have corresponding stats for that year.\n",
    "2. Loop through all the pages to get all the year wise catalogs.\n",
    "3. Once that is done, getting individual file name to download the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-17T11:15:57.398615Z",
     "start_time": "2020-08-17T11:15:57.394852Z"
    }
   },
   "outputs": [],
   "source": [
    "# Main page link\n",
    "url_main = 'https://data.gov.in/catalogsv2?format=json&offset=0&limit=9&sort%5B_score%5D=desc&query=crime+in+india&exact_match=1'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-17T11:28:42.016545Z",
     "start_time": "2020-08-17T11:28:42.013143Z"
    }
   },
   "outputs": [],
   "source": [
    "path = r\"./chromedriver\" #chrome driver filepath\n",
    "options = webdriver.ChromeOptions()\n",
    "options.add_argument(\"download.default_directory=\"<specify folder to download the data>\")\n",
    "browser = webdriver.Chrome(executable_path=path, options=options)\n",
    "browser.get(url_main)\n",
    "elems = browser.find_elements_by_xpath(\"//a[@href]\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-17T11:28:52.772569Z",
     "start_time": "2020-08-17T11:28:52.769042Z"
    }
   },
   "outputs": [],
   "source": [
    "links = []\n",
    "for elem in elems:\n",
    "    links.append(elem.get_attribute(\"href\")) #Getting all the links using get_attribute method\n",
    "\n",
    "links_df = pd.DataFrame(links , columns =['link'])\n",
    "links_df_get = links_df[(links_df['link'].str.contains(\"https://data.gov.in/catalog/crime-india-\",regex = False))&~(links_df['link'].str.contains(\"facebook|twitter\"))]\n",
    "links_df_get.loc[:,'title']=links_df_get['link'].str[-16:]\n",
    "links_df_get.loc[:,'sector'] = 'None'\n",
    "links_df_get.columns = ['url','title','sector']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# getting urls to year-wise data files pages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-30T04:18:11.421665Z",
     "start_time": "2020-03-30T04:18:11.416739Z"
    }
   },
   "outputs": [],
   "source": [
    "page_links = links_df[~(links_df['link'].str.contains('filter' ,regex = False))&(links_df['link'].str.contains('crime+in+india&offset' ,regex = False))]['link'].to_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-30T04:18:25.242063Z",
     "start_time": "2020-03-30T04:18:11.423759Z"
    }
   },
   "outputs": [],
   "source": [
    "all_links = pd.DataFrame()\n",
    "for pg in page_links : \n",
    "    response = requests.get(pg)\n",
    "    data = json.loads(response.content)\n",
    "    temp_df = json_normalize(data['records'])\n",
    "    req_df = temp_df[['field_sector:name', 'title', 'url']]\n",
    "    all_links = all_links.append(req_df)\n",
    "    all_links = all_links.drop_duplicates('url')\n",
    "    \n",
    "all_links.columns = ['sector','title' ,'url'] \n",
    "final_page_links = all_links.append(links_df_get,sort=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# individual pages "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-30T04:29:23.269866Z",
     "start_time": "2020-03-30T04:19:28.139146Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://data.gov.in/catalog/crime-india-1972\n",
      "https://data.gov.in/catalog/crime-india-1992\n",
      "https://data.gov.in/catalog/crime-india-1987\n",
      "https://data.gov.in/catalog/crime-india-2006\n",
      "https://data.gov.in/catalog/crime-india-1971\n",
      "https://data.gov.in/catalog/crime-india-1967\n",
      "https://data.gov.in/catalog/crime-india-1961\n",
      "https://data.gov.in/catalog/crime-india-1956\n",
      "https://data.gov.in/catalog/crime-india-2009\n",
      "https://data.gov.in/catalog/crime-india-2002\n",
      "https://data.gov.in/catalog/crime-india-1991\n",
      "https://data.gov.in/catalog/crime-india-1976\n",
      "https://data.gov.in/catalog/crime-india-1974\n",
      "https://data.gov.in/catalog/crime-india-1973\n",
      "https://data.gov.in/catalog/crime-india-1999\n",
      "https://data.gov.in/catalog/crime-india-1996\n",
      "https://data.gov.in/catalog/crime-india-1993\n",
      "https://data.gov.in/catalog/crime-india-1965\n",
      "https://data.gov.in/catalog/crime-india-1953\n",
      "https://data.gov.in/catalog/crime-india-1982\n",
      "https://data.gov.in/catalog/crime-india-1995\n",
      "https://data.gov.in/catalog/crime-india-1975\n",
      "https://data.gov.in/catalog/crime-india-1998\n",
      "https://data.gov.in/catalog/crime-india-2000\n",
      "https://data.gov.in/catalog/crime-india-1997\n",
      "https://data.gov.in/catalog/crime-india-1986\n",
      "https://data.gov.in/catalog/crime-india-1985\n",
      "https://data.gov.in/catalog/crime-india-2003\n",
      "https://data.gov.in/catalog/crime-india-2011\n",
      "https://data.gov.in/catalog/crime-india-2010\n",
      "https://data.gov.in/catalog/crime-india-2008\n",
      "https://data.gov.in/catalog/crime-india-1970\n",
      "https://data.gov.in/catalog/crime-india-1964\n",
      "https://data.gov.in/catalog/crime-india-1959\n",
      "https://data.gov.in/catalog/crime-india-1983\n",
      "https://data.gov.in/catalog/crime-india-1980\n",
      "https://data.gov.in/catalog/crime-india-1979\n",
      "https://data.gov.in/catalog/crime-india-2015\n",
      "https://data.gov.in/catalog/crime-india-2007\n",
      "https://data.gov.in/catalog/crime-india-1969\n",
      "https://data.gov.in/catalog/crime-india-1968\n",
      "https://data.gov.in/catalog/crime-india-1966\n",
      "https://data.gov.in/catalog/crime-india-1963\n",
      "https://data.gov.in/catalog/crime-india-1958\n",
      "https://data.gov.in/catalog/crime-india-2005\n",
      "https://data.gov.in/catalog/crime-india-2004\n",
      "https://data.gov.in/catalog/crime-india-2001\n",
      "https://data.gov.in/catalog/crime-india-1994\n",
      "https://data.gov.in/catalog/crime-india-1988\n",
      "https://data.gov.in/catalog/crime-india-1989\n",
      "https://data.gov.in/catalog/crime-india-1984\n",
      "https://data.gov.in/catalog/crime-india-2016\n",
      "https://data.gov.in/catalog/crime-india-1957\n",
      "https://data.gov.in/catalog/crime-india-1990\n",
      "https://data.gov.in/catalog/crime-india-1978\n",
      "https://data.gov.in/catalog/crime-india-1955\n",
      "https://data.gov.in/catalog/crime-india-1981\n",
      "https://data.gov.in/catalog/crime-india-1960\n",
      "https://data.gov.in/catalog/crime-india-1954\n",
      "https://data.gov.in/catalog/crime-india-1977\n"
     ]
    }
   ],
   "source": [
    "final_df_to_download = pd.DataFrame()\n",
    "links_year_pages = []                                      # looping to get attributes of all the href elements\n",
    "\n",
    "for url in final_page_links['url'].to_list():\n",
    "    browser.get(url)\n",
    "    print(url)\n",
    "    time.sleep(np.random.uniform(3.5, 4.9))\n",
    "    elems_indi = browser.find_elements_by_xpath(\"//a[@href]\")  # parsing all the href elments \n",
    "    \n",
    "    for elem_year_pages in elems_indi:\n",
    "        links_year_pages.append(elem_year_pages.get_attribute(\"href\"))\n",
    "        \n",
    "        #links_year_pages.append(elem_year_pages.get_attribute(\"href\")) # not by mistake , need to think around a better way to get offset zero url\n",
    "        \n",
    "    links_df_year_pages = pd.DataFrame(links_year_pages , columns =['link']) # convert to dataframe to apply str.contain\n",
    "    #get all pages links \n",
    "    page_links_indi = links_df_year_pages[links_df_year_pages['link'].str.contains('data.gov.in/cust-api/v1/resource' ,regex = False)]\n",
    "    final_df_to_download = final_df_to_download.append(page_links_indi)\n",
    "    \n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-30T04:30:21.215492Z",
     "start_time": "2020-03-30T04:30:21.212130Z"
    }
   },
   "outputs": [],
   "source": [
    "final_df_to_download_copy = final_df_to_download.copy(deep=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## regex to get the offset and id for each link "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-30T04:30:23.526970Z",
     "start_time": "2020-03-30T04:30:23.389605Z"
    }
   },
   "outputs": [],
   "source": [
    "regex_offset = re.compile('&offset=(\\d+)')\n",
    "regex_id = re.compile('catalog_reference%5D=(\\d+)')\n",
    "final_df_to_download.loc[:,\"id\"] = None\n",
    "final_df_to_download.loc[:,\"offset\"] = None\n",
    "\n",
    "for i,j in zip(range(0,len(final_df_to_download)+1),final_df_to_download['link'].to_list()):\n",
    "    final_df_to_download[\"offset\"].values[i] = regex_offset.findall(j)\n",
    "    final_df_to_download[\"id\"].values[i] = regex_id.findall(j)\n",
    "\n",
    "\n",
    "final_df_to_download[\"offset\"] = final_df_to_download.offset.str[-1].astype('int')\n",
    "final_df_to_download[\"id\"] = final_df_to_download.id.str[-1].astype('int')\n",
    "offset_max_df = final_df_to_download.groupby('id', as_index = False)['offset'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Cooking all string using loop and common syntax "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-30T04:30:29.604360Z",
     "start_time": "2020-03-30T04:30:29.597130Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "year_link_str = []\n",
    "for id_,off in zip(offset_max_df['id'].to_list(),offset_max_df['offset'].to_list()):\n",
    "    for count in (np.arange(0,off+6,6)) :\n",
    "        lk = \"https://data.gov.in/cust-api/v1/resource/?format=json&offset=\"+str(count) +\"&limit=6&filters%5Bfield_catalog_reference%5D=\"+ str(id_) +\"&sort%5Bcreated%5D=desc\"\n",
    "        year_link_str.append(lk)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-30T15:22:59.169405Z",
     "start_time": "2020-03-30T13:35:22.672399Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=0&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "<class 'Exception'>\n",
      "1\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=6&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=12&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=18&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=24&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=30&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=36&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=42&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=48&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=54&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=60&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=66&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=72&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=78&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=84&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=90&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=96&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=102&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=108&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=114&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "<class 'Exception'>\n",
      "2\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=120&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=126&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=132&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=138&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=144&limit=6&filters%5Bfield_catalog_reference%5D=381541&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=0&limit=6&filters%5Bfield_catalog_reference%5D=415261&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=6&limit=6&filters%5Bfield_catalog_reference%5D=415261&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=12&limit=6&filters%5Bfield_catalog_reference%5D=415261&sort%5Bcreated%5D=desc\n",
      "<class 'Exception'>\n",
      "3\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=18&limit=6&filters%5Bfield_catalog_reference%5D=415261&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=24&limit=6&filters%5Bfield_catalog_reference%5D=415261&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=30&limit=6&filters%5Bfield_catalog_reference%5D=415261&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=36&limit=6&filters%5Bfield_catalog_reference%5D=415261&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=42&limit=6&filters%5Bfield_catalog_reference%5D=415261&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=48&limit=6&filters%5Bfield_catalog_reference%5D=415261&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=54&limit=6&filters%5Bfield_catalog_reference%5D=415261&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=60&limit=6&filters%5Bfield_catalog_reference%5D=415261&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=66&limit=6&filters%5Bfield_catalog_reference%5D=415261&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=72&limit=6&filters%5Bfield_catalog_reference%5D=415261&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=78&limit=6&filters%5Bfield_catalog_reference%5D=415261&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=84&limit=6&filters%5Bfield_catalog_reference%5D=415261&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=90&limit=6&filters%5Bfield_catalog_reference%5D=415261&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=96&limit=6&filters%5Bfield_catalog_reference%5D=415261&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=0&limit=6&filters%5Bfield_catalog_reference%5D=518121&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=6&limit=6&filters%5Bfield_catalog_reference%5D=518121&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=12&limit=6&filters%5Bfield_catalog_reference%5D=518121&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=18&limit=6&filters%5Bfield_catalog_reference%5D=518121&sort%5Bcreated%5D=desc\n",
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      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=12&limit=6&filters%5Bfield_catalog_reference%5D=741681&sort%5Bcreated%5D=desc\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=18&limit=6&filters%5Bfield_catalog_reference%5D=741681&sort%5Bcreated%5D=desc\n",
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      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=36&limit=6&filters%5Bfield_catalog_reference%5D=741681&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=42&limit=6&filters%5Bfield_catalog_reference%5D=741681&sort%5Bcreated%5D=desc\n",
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      "<class 'Exception'>\n",
      "5\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=54&limit=6&filters%5Bfield_catalog_reference%5D=741681&sort%5Bcreated%5D=desc\n",
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      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=24&limit=6&filters%5Bfield_catalog_reference%5D=774141&sort%5Bcreated%5D=desc\n",
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      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=24&limit=6&filters%5Bfield_catalog_reference%5D=804841&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=30&limit=6&filters%5Bfield_catalog_reference%5D=804841&sort%5Bcreated%5D=desc\n",
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      "<class 'Exception'>\n",
      "6\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=48&limit=6&filters%5Bfield_catalog_reference%5D=804841&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=54&limit=6&filters%5Bfield_catalog_reference%5D=804841&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=60&limit=6&filters%5Bfield_catalog_reference%5D=804841&sort%5Bcreated%5D=desc\n",
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      "<class 'Exception'>\n",
      "7\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=30&limit=6&filters%5Bfield_catalog_reference%5D=839501&sort%5Bcreated%5D=desc\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=36&limit=6&filters%5Bfield_catalog_reference%5D=839501&sort%5Bcreated%5D=desc\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "<class 'Exception'>\n",
      "8\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=60&limit=6&filters%5Bfield_catalog_reference%5D=1022741&sort%5Bcreated%5D=desc\n",
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      "<class 'Exception'>\n",
      "9\n",
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     "text": [
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      "10\n",
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      "<class 'Exception'>\n",
      "12\n",
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     "text": [
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      "<class 'Exception'>\n",
      "13\n",
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      "<class 'Exception'>\n",
      "14\n",
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=24&limit=6&filters%5Bfield_catalog_reference%5D=2872081&sort%5Bcreated%5D=desc\n",
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      "15\n",
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      "<class 'Exception'>\n",
      "16\n",
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      "17\n",
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      "<class 'Exception'>\n",
      "18\n",
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     ]
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    {
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     "output_type": "stream",
     "text": [
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      "<class 'Exception'>\n",
      "19\n",
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      "20\n",
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      "<class 'Exception'>\n",
      "21\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=66&limit=6&filters%5Bfield_catalog_reference%5D=5841561&sort%5Bcreated%5D=desc\n",
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      "<class 'Exception'>\n",
      "22\n",
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      "23\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://data.gov.in/cust-api/v1/resource/?format=json&offset=84&limit=6&filters%5Bfield_catalog_reference%5D=5849101&sort%5Bcreated%5D=desc\n",
      "<class 'Exception'>\n",
      "24\n",
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     ]
    }
   ],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "c= 0\n",
    "tmp = pd.DataFrame()\n",
    "for pg in year_link_str : \n",
    "    print(pg)\n",
    "    try : \n",
    "        response = requests.get(pg,verify= False)\n",
    "        time.sleep(3)\n",
    "        data = json.loads(response.content)\n",
    "        temp_df = json_normalize(data['records'])\n",
    "        tmp = tmp.append(temp_df)\n",
    "    except :\n",
    "        print(Exception)\n",
    "        c = c + 1\n",
    "        print(c)\n",
    "        continue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-30T16:24:57.451008Z",
     "start_time": "2020-03-30T16:24:57.265989Z"
    }
   },
   "outputs": [],
   "source": [
    "tmp.to_csv('./all_attributes.csv')\n",
    "download_links = pd.read_csv('./all_attributes.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# subsetting the  df columns and getting years to download year wise "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-17T11:29:11.568566Z",
     "start_time": "2020-08-17T11:29:11.565107Z"
    }
   },
   "outputs": [],
   "source": [
    "required_columns_each_pg = ['catalog_changed_date', 'field_datafile_url:url','published_date','title', 'type', 'url']\n",
    "req_fields_parsed = download_links[required_columns_each_pg]\n",
    "req_fields_parsed.loc[:,'file_name'] =req_fields_parsed['field_datafile_url:url'].apply(lambda x: str(x).split(\"/\")[-1])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-17T11:29:21.872417Z",
     "start_time": "2020-08-17T11:29:21.868517Z"
    }
   },
   "outputs": [],
   "source": [
    "# getting year fro mthe file name for final folder name \n",
    "years = np.arange(1950,2020,1)\n",
    "def filter(y):\n",
    "    for i in years:\n",
    "        if str(i) in str(y):\n",
    "            return i\n",
    "        else :\n",
    "            continue\n",
    "req_fields_parsed.loc[:,'file_name'] = req_fields_parsed['file_name'].apply(lambda x: filter(str(x)))\n",
    "\n",
    "\n",
    "req_fields_parsed = req_fields_parsed[~req_fields_parsed['field_datafile_url:url'].isnull()]\n",
    "req_fields_parsed['title'] = req_fields_parsed['title'].str.replace('/', '-') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-02T01:37:31.480573Z",
     "start_time": "2020-04-02T01:37:31.447372Z"
    }
   },
   "outputs": [],
   "source": [
    "## final download using requests "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-02T03:23:59.411507Z",
     "start_time": "2020-04-02T01:37:39.367131Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files downloaded till 1\n",
      "Files downloaded till {} 2\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_75_1999.csv\n",
      "Files downloaded till {} 3\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_76_1999.csv\n",
      "Files downloaded till {} 4\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_82_1999.csv\n",
      "Files downloaded till {} 5\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_87_1999.csv\n",
      "Files downloaded till {} 6\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_94_1999.csv\n",
      "Files downloaded till {} 7\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_97_1999.csv\n",
      "Files downloaded till {} 8\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_7_1999.csv\n",
      "Files downloaded till {} 9\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_74_1999.csv\n",
      "Files downloaded till {} 10\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_79C_1999.csv\n",
      "Files downloaded till {} 11\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_8_1999.csv\n",
      "Files downloaded till {} 12\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_80_1999.csv\n",
      "Files downloaded till {} 13\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_81_1999.csv\n",
      "Files downloaded till {} 14\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_85A_1999.csv\n",
      "Files downloaded till {} 15\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_85BI_1999.csv\n",
      "Files downloaded till {} 16\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_85BII_1999.csv\n",
      "Files downloaded till {} 17\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_91_1999.csv\n",
      "Files downloaded till {} 18\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_63_1999.csv\n",
      "Files downloaded till {} 19\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_66_1999.csv\n",
      "Files downloaded till {} 20\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_67_1999.csv\n",
      "Files downloaded till {} 21\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_73_1999.csv\n",
      "Files downloaded till {} 22\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_79_1999.csv\n",
      "Files downloaded till {} 23\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_79B_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_87A_1999.csv\n",
      "Files downloaded till {} 27\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_96_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_99_1999.csv\n",
      "Files downloaded till {} 29\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_64_1999.csv\n",
      "Files downloaded till {} 30\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_69_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_71_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_78_1999.csv\n",
      "Files downloaded till {} 33\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_79A_1999.csv\n",
      "Files downloaded till {} 34\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_83_1999.csv\n",
      "Files downloaded till {} 35\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_84_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_88_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_89_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_9_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_90_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_95_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_98_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_3_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_30_1999.csv\n",
      "Files downloaded till {} 44\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_33_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_35_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_38_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_48_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_49_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_5A_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_62_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_3.2_1999.csv\n",
      "Files downloaded till {} 52\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_3.3_1999.csv\n",
      "Files downloaded till {} 53\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_31_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_40_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_42_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_5_1999.csv\n",
      "Files downloaded till {} 57\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_52_1999.csv\n",
      "Files downloaded till {} 58\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_53_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_54_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_59_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_60_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_28_III_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_28A_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_29_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_3.1_1999.csv\n",
      "Files downloaded till {} 66\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_36_1999.csv\n",
      "Files downloaded till {} 67\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_39_1999.csv\n",
      "Files downloaded till {} 68\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_45_1999.csv\n",
      "Files downloaded till {} 69\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_47_1999.csv\n",
      "Files downloaded till {} 70\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_50_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_51_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_55_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_56_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_28_II_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_3.4_1999.csv\n",
      "Files downloaded till {} 76\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_37_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_38A_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_43_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_46_1999.csv\n",
      "Files downloaded till {} 80\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_57_1999.csv\n",
      "Files downloaded till {} 81\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_58_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_61_1999.csv\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files downloaded till {} 83\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_3.5_1999.csv\n",
      "Files downloaded till {} 84\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_3.6_1999.csv\n",
      "Files downloaded till {} 85\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_32_1999.csv\n",
      "Files downloaded till {} 86\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_34_1999.csv\n",
      "Files downloaded till {} 87\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_4_1999.csv\n",
      "Files downloaded till {} 88\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_41_1999.csv\n",
      "Files downloaded till {} 89\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_44_1999.csv\n",
      "Files downloaded till {} 90\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_46A_1999.csv\n",
      "Files downloaded till {} 91\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_6_1999.csv\n",
      "Files downloaded till {} 92\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_1.9_1999.csv\n",
      "Files downloaded till {} 93\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_12A_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_13B_1999.csv\n",
      "Files downloaded till {} 95\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_14_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_16A_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_17_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_2.1_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_2_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_22_1999.csv\n",
      "Files downloaded till {} 102\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_24_1999.csv\n",
      "Files downloaded till {} 103\n",
      "http://data.gov.in/sites/default/files/dataurl12102015/Table_25_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_25A_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_1.6_1999.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl12102015/Table_12_1999.csv\n",
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     ]
    },
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      "http://data.gov.in/sites/default/files/dataurl03082018/NCRB_2007_Table_7.13.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl03082018/NCRB_2007_Table_7.21.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl03082018/NCRB_2007_Table_10.6.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl03082018/NCRB_2007_Table_12.10.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl03082018/NCRB_2007_Table_13.5.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl03082018/NCRB_2007_Table_14.2.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl03082018/NCRB_2007_Table_17.3.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl03082018/NCRB_2007_Table_17.4.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl03082018/NCRB_2007_Table_17.10.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl03082018/NCRB_2007_Table_18.4.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl03082018/NCRB_2007_Table_4.7.csv\n",
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      "Files downloaded till {} 2896\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_85a.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_87a.csv\n",
      "Files downloaded till {} 2899\n",
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      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_76.csv\n",
      "Files downloaded till {} 2906\n",
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      "Files downloaded till {} 2907\n",
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      "Files downloaded till {} 2908\n",
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      "Files downloaded till {} 2909\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_86.csv\n",
      "Files downloaded till {} 2910\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_90.csv\n",
      "Files downloaded till {} 2911\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_30a.csv\n",
      "Files downloaded till {} 2912\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_30b.csv\n",
      "Files downloaded till {} 2913\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_30f.csv\n",
      "Files downloaded till {} 2914\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_30J.csv\n",
      "Files downloaded till {} 2915\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_45.csv\n",
      "Files downloaded till {} 2916\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_30I.csv\n",
      "Files downloaded till {} 2917\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_32f.csv\n",
      "Files downloaded till {} 2918\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_34d.csv\n",
      "Files downloaded till {} 2919\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_43.csv\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files downloaded till {} 2920\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_46.csv\n",
      "Files downloaded till {} 2921\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_46a.csv\n",
      "Files downloaded till {} 2922\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_30g.csv\n",
      "Files downloaded till {} 2923\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_32.csv\n",
      "Files downloaded till {} 2924\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_32d.csv\n",
      "Files downloaded till {} 2925\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_34b.csv\n",
      "Files downloaded till {} 2926\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_34c.csv\n",
      "Files downloaded till {} 2927\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_34g.csv\n",
      "Files downloaded till {} 2928\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_34i.csv\n",
      "Files downloaded till {} 2929\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_34k.csv\n",
      "Files downloaded till {} 2930\n",
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      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_30h.csv\n",
      "Files downloaded till {} 2938\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_32a.csv\n",
      "Files downloaded till {} 2939\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_32b.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_30e.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_34a.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_6a.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_6c.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_13a.csv\n",
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      "Files downloaded till {} 2961\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_5a.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_1.csv\n",
      "Files downloaded till {} 2970\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_1a.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_2.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_6.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_14.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_5.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_6b.csv\n",
      "Files downloaded till {} 2977\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_6d.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_10.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_3.csv\n",
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      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_11.csv\n",
      "Files downloaded till {} 2981\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_12a.csv\n",
      "Files downloaded till {} 2982\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_13.csv\n",
      "Files downloaded till {} 2983\n",
      "http://data.gov.in/sites/default/files/dataurl13092018/NCRB_2001_Table_13d.csv\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "c = 1 \n",
    "d = 0\n",
    "headers = {'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/39.0.2171.95 Safari/537.36' ,'render':'download'}\n",
    "\n",
    "req_fields_parsed = req_fields_parsed[~req_fields_parsed.file_name.isin([2000., 1997., 1996., 1990., 1992., 1993., 1994., 1988.,\n",
    "       1989., 1987., 1986., 1985., 1984., 1983., 1982., 1991., 1995.])]\n",
    "\n",
    "for url,year,title in zip(req_fields_parsed['field_datafile_url:url'].to_list(),req_fields_parsed['file_name'].to_list(),req_fields_parsed['title'].to_list()):\n",
    "    try :\n",
    "        d = d+1\n",
    "        if not os.path.isdir('./Desktop/crime_data/{}'.format(year)):\n",
    "            os.mkdir('./Desktop/crime_data/{}'.format(year))\n",
    "            time.sleep(1)\n",
    "            response = requests.get(url, headers=headers)\n",
    "            with open('./Desktop/crime_data/{}/{}.csv'.format(year,title), 'wb') as f:\n",
    "                for chunk in response.iter_content(chunk_size = 1024): # write without using json_loads , json_normalize directly to csv\n",
    "                    f.write(chunk)#\n",
    "            print(\"Files downloaded till {}\".format(d))\n",
    "            \n",
    "        else :\n",
    "            response = requests.get(url, headers=headers)\n",
    "            with open('./Desktop/crime_data/{}/{}.csv'.format(year,title), 'wb') as f:\n",
    "                for chunk in response.iter_content(chunk_size = 1024):\n",
    "                    f.write(chunk)\n",
    "            print(\"Files downloaded till {}\".format(d))\n",
    "            time.sleep(1)\n",
    "            print(url)\n",
    "    except :\n",
    "        print(c)\n",
    "        c = c+1\n",
    "        continue\n",
    "\n",
    "\n"
   ]
  }
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