{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/vnd.plotly.v1+html": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# pandas, geopandas, numpy for working with dataframes and arrays\n", "import pandas as pd\n", "import geopandas as gpd\n", "import numpy as np\n", "\n", "# matplotlib for basic plots\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "# plotly for interactive plots\n", "import plotly.offline as py\n", "from plotly.graph_objs import *\n", "from plotly import tools\n", "py.init_notebook_mode(connected=True)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# set pandas float display to have 2 decimal points and a comma separating every 1000X\n", "pd.options.display.float_format = '{:,.2f}'.format" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import government spending data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# original data from https://data.go.th/DatasetDetail.aspx?id=de82938b-361e-412c-bf30-4a4f2c5e6c3a\n", "# note: the original data was re-encoded to utf8 to work with pandas\n", "govSpendCntrct = pd.read_csv('GovSpending_25601002_contract_utf8.csv', \n", " usecols=['proj_no','proj_name','subdep_name','corp_name',\n", " 'mthd_name', 'typ_name','contrct_price','contrct_date'])\n", "\n", "subdep_provnc = pd.read_csv('GovSpending_25601002_department_utf8.csv', usecols=['subdep_name','org_name','provnc'])\n", "\n", "govSpendCntrct = govSpendCntrct.merge(subdep_provnc, 'left', on='subdep_name')\n", "govSpendCntrct = govSpendCntrct[['proj_no', 'proj_name', 'subdep_name', 'org_name', 'provnc', 'mthd_name', 'typ_name', 'corp_name', 'contrct_price','contrct_date']]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "govSpendCntrct['contrct_date'] = pd.to_datetime(govSpendCntrct['contrct_date'], dayfirst=True)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data from: 2017-08-16 00:00:00\n", "Data to: 2017-10-31 00:00:00\n", "Total government spending (THB): 220732037385.0\n", "Total orders: 811241\n" ] } ], "source": [ "print('Data from:', govSpendCntrct['contrct_date'].min())\n", "print('Data to:', govSpendCntrct['contrct_date'].max())\n", "print('Total government spending (THB):', govSpendCntrct['contrct_price'].sum())\n", "print('Total orders:', govSpendCntrct.shape[0])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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proj_noproj_namesubdep_nameorg_nameprovncmthd_nametyp_namecorp_namecontrct_pricecontrct_date
80494660097153450ซื้อวัสดุก่อสร้าง จำนวน 14 รายการ โดยวิธีเฉพาะ...ศูนย์การศึกษาพิเศษ ประจำจังหวัดเลยส่วนราชการประเภทสถานศึกษาเลยเฉพาะเจาะจงซื้อบริษัท เมืองเลยบิ๊กโฮม จำกัด73,075.002017-09-14
7831160096129151ซื้อแอมโลดิพีนบีซิเลต 5 mg(51.12.17.43 ) โดยวิ...โรงพยาบาลปากพนังส่วนราชการประเภทสถานพยาบาลนครศรีธรรมราชกรณีพิเศษซื้อองค์การเภสัชกรรม82,500.002017-08-16
47558260107234023ซื้อโครงการจัดซื้ออาหารเสริม(นม) สำหรับโรงเรีย...เทศบาลตำบลหนองบัวเทศบาลตำบลกาญจนบุรีเฉพาะเจาะจงซื้อสหกรณ์โคนมอุดรธานี จำกัด1,988,507.542017-10-31
62699660085135651ซื้อเครื่องปรับอากาศ ขนาด 12,000 BTU พร้อมติด...องค์การบริหารส่วนตำบลบ่อทององค์การบริหารส่วนตำบลอุตรดิตถ์ตกลงราคาซื้อบริษัท ไทยพานิชวีดีโอ จำกัด15,000.002017-08-23
50795560085174935จ้างซ่อมแซมถนนสายเลียบคลองหลาดด้านทิศใต้และทิศ...องค์การบริหารส่วนตำบลลำปำองค์การบริหารส่วนตำบลพัทลุงตกลงราคาจ้างทำของ/จ้างเหมาบริการห้างหุ้นส่วนจำกัด เรืองแก้วการก่อสร้าง480,000.002017-08-22
\n", "
" ], "text/plain": [ " proj_no proj_name \\\n", "804946 60097153450 ซื้อวัสดุก่อสร้าง จำนวน 14 รายการ โดยวิธีเฉพาะ... \n", "78311 60096129151 ซื้อแอมโลดิพีนบีซิเลต 5 mg(51.12.17.43 ) โดยวิ... \n", "475582 60107234023 ซื้อโครงการจัดซื้ออาหารเสริม(นม) สำหรับโรงเรีย... \n", "626996 60085135651 ซื้อเครื่องปรับอากาศ ขนาด 12,000 BTU พร้อมติด... \n", "507955 60085174935 จ้างซ่อมแซมถนนสายเลียบคลองหลาดด้านทิศใต้และทิศ... \n", "\n", " subdep_name org_name \\\n", "804946 ศูนย์การศึกษาพิเศษ ประจำจังหวัดเลย ส่วนราชการประเภทสถานศึกษา \n", "78311 โรงพยาบาลปากพนัง ส่วนราชการประเภทสถานพยาบาล \n", "475582 เทศบาลตำบลหนองบัว เทศบาลตำบล \n", "626996 องค์การบริหารส่วนตำบลบ่อทอง องค์การบริหารส่วนตำบล \n", "507955 องค์การบริหารส่วนตำบลลำปำ องค์การบริหารส่วนตำบล \n", "\n", " provnc mthd_name typ_name \\\n", "804946 เลย เฉพาะเจาะจง ซื้อ \n", "78311 นครศรีธรรมราช กรณีพิเศษ ซื้อ \n", "475582 กาญจนบุรี เฉพาะเจาะจง ซื้อ \n", "626996 อุตรดิตถ์ ตกลงราคา ซื้อ \n", "507955 พัทลุง ตกลงราคา จ้างทำของ/จ้างเหมาบริการ \n", "\n", " corp_name contrct_price contrct_date \n", "804946 บริษัท เมืองเลยบิ๊กโฮม จำกัด 73,075.00 2017-09-14 \n", "78311 องค์การเภสัชกรรม 82,500.00 2017-08-16 \n", "475582 สหกรณ์โคนมอุดรธานี จำกัด 1,988,507.54 2017-10-31 \n", "626996 บริษัท ไทยพานิชวีดีโอ จำกัด 15,000.00 2017-08-23 \n", "507955 ห้างหุ้นส่วนจำกัด เรืองแก้วการก่อสร้าง 480,000.00 2017-08-22 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "govSpendCntrct.sample(5)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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proj_namesubdep_nameorg_nameprovncmthd_nametyp_namecorp_namecontrct_price
767345ประกวดราคาจ้างงานก่อสร้างอาคารศูนย์บริหารทางพิ...การทางพิเศษแห่งประเทศไทย (กทพ.) กรุงเทพฯรัฐวิสาหกิจนอกตลาดหลักทรัพย์กรุงเทพมหานครประกวดราคาด้วยวิธีการทางอิเล็กทรอนิกส์จ้างก่อสร้างบริษัท ฑีฆาก่อสร้าง จำกัด2,543,000,000.00
171846ประกวดราคาจ้างเหมาทำการก่อสร้างทางหลวงพิเศษระห...สำนักก่อสร้างทางที่ 1 กรมทางหลวง กรุงเทพฯส่วนราชการทั่วไปกรุงเทพมหานครประกวดราคาอิเล็กทรอนิกส์ (e-bidding)จ้างก่อสร้างบริษัท ชัยนันท์ค้าวัตถุก่อสร้าง (2524) จำกัด1,684,477,000.00
767582จ้างที่ปรึกษาโครงการ (PC) โครงการรถไฟฟ้าสายสีเ...การรถไฟฟ้าขนส่งมวลชนแห่งประเทศไทย (รฟม.) กรุงเทพฯรัฐวิสาหกิจนอกตลาดหลักทรัพย์กรุงเทพมหานครจ้างที่ปรึกษาโดยวิธีคัดเลือกจ้างที่ปรึกษาเอเชี่ยน เอ็นจิเนียริ่ง คอนซัลแต้นท์1,501,959,568.00
171018ประกวดราคาจ้างงานจ้างเหมาโครงการก่อสร้างทางหลว...กรมทางหลวง กรุงเทพฯส่วนราชการทั่วไปกรุงเทพมหานครประกวดราคาอิเล็กทรอนิกส์ (e-bidding)จ้างก่อสร้างบริษัท ประยูรวิศว์ จำกัด1,481,700,000.00
768266ประกวดราคาจ้างSupply and Construction of 500/2...การไฟฟ้าฝ่ายผลิตแห่งประเทศไทย (กฟผ.) กรุงเทพฯรัฐวิสาหกิจนอกตลาดหลักทรัพย์นนทบุรีประกวดราคาจ้างก่อสร้างConsortium of Larsen & Toubro Limited and Sri ...1,471,533,706.00
767518ประกวดราคาจ้างโครงการก่อสร้างอาคารเรียน ศูนย์พ...สถาบันการบินพลเรือนรัฐวิสาหกิจนอกตลาดหลักทรัพย์กรุงเทพมหานครประกวดราคาด้วยวิธีการทางอิเล็กทรอนิกส์จ้างก่อสร้างบริษัท บุญรัตน์พัฒนา จำกัด1,378,600,000.00
171847ประกวดราคาจ้างเหมาทำการก่อสร้างทางหลวงพิเศษระห...สำนักก่อสร้างทางที่ 1 กรมทางหลวง กรุงเทพฯส่วนราชการทั่วไปกรุงเทพมหานครประกวดราคาอิเล็กทรอนิกส์ (e-bidding)จ้างก่อสร้างบริษัท เอ็ม.ซี. คอนสตรัคชั่น (1979) จำกัด1,289,728,000.00
767917ประกวดราคาซื้อTransmission Line Conductor (Bi...การไฟฟ้าฝ่ายผลิตแห่งประเทศไทย (กฟผ.) กรุงเทพฯรัฐวิสาหกิจนอกตลาดหลักทรัพย์นนทบุรีประกวดราคาด้วยวิธีการทางอิเล็กทรอนิกส์ซื้อบริษัท สายไฟฟ้าบางกอกเคเบิ้ล จำกัด1,249,610,251.00
738400ซื้อน้ำยาล้างไตทางช่องท้องระบบถุงคู่ (CAPD) โด...สำนักงานหลักประกันสุขภาพแห่งชาติหน่วยงานอื่นของรัฐที่จัดตั้งโดยกฎหมายเฉพาะกรุงเทพมหานครพิเศษซื้อองค์การเภสัชกรรม961,092,096.00
767914ประกวดราคาซื้อTransmission Line Conductor (Bid...การไฟฟ้าฝ่ายผลิตแห่งประเทศไทย (กฟผ.) กรุงเทพฯรัฐวิสาหกิจนอกตลาดหลักทรัพย์นนทบุรีประกวดราคาด้วยวิธีการทางอิเล็กทรอนิกส์ซื้อบริษัท จรุงไทยไวร์แอนด์เคเบิ้ล จำกัด (มหาชน)883,997,265.20
662683ซื้อเครื่องไซโคลตรอนพร้อมระบบการผลิตเภสัชภัณฑ์...สถาบันเทคโนโลยีนิวเคลียร์แห่งชาติ (องค์การมหาชน)องค์การมหาชนนครนายกพิเศษซื้อบริษัท ไคเนติคส์ คอร์ปอเรชั่น จำกัด880,000,000.00
767913ประกวดราคาซื้อTransmission Line Conductor (Bid...การไฟฟ้าฝ่ายผลิตแห่งประเทศไทย (กฟผ.) กรุงเทพฯรัฐวิสาหกิจนอกตลาดหลักทรัพย์นนทบุรีประกวดราคาด้วยวิธีการทางอิเล็กทรอนิกส์ซื้อบริษัท เฟ้ลปส์ ดอด์จ อินเตอร์เนชั่นแนล (ไทยแลน...858,907,561.60
768267ประกวดราคาจ้างSupply and Construction of Trans...การไฟฟ้าฝ่ายผลิตแห่งประเทศไทย (กฟผ.) กรุงเทพฯรัฐวิสาหกิจนอกตลาดหลักทรัพย์นนทบุรีประกวดราคาจ้างก่อสร้างTPL-TEDA CONSORTIUM851,321,614.30
768263ประกวดราคาจ้างSupply and Construction of 230 k...การไฟฟ้าฝ่ายผลิตแห่งประเทศไทย (กฟผ.) กรุงเทพฯรัฐวิสาหกิจนอกตลาดหลักทรัพย์นนทบุรีประกวดราคาจ้างก่อสร้างCONSORTIUM OF SINOHYDRO AND SEPCOIII774,938,368.70
145383ประกวดราคาซื้อครุภัณฑ์การเกษตร โครงการ โคบาลบู...กรมปศุสัตว์ส่วนราชการทั่วไปกรุงเทพมหานครประกวดราคาอิเล็กทรอนิกส์ (e-bidding)ซื้อชุมนุมร้านสหกรณ์แห่งประเทศไทย จำกัด747,500,000.00
738408ซื้อน้ำยาล้างไตทางช่องท้องระบบถุงคู่ (CAPD) 2,...สำนักงานหลักประกันสุขภาพแห่งชาติหน่วยงานอื่นของรัฐที่จัดตั้งโดยกฎหมายเฉพาะกรุงเทพมหานครพิเศษซื้อองค์การเภสัชกรรม647,131,264.00
767207ประกวดราคาจ้างก่อสร้างโครงการนิคมอุตสาหกรรมสระ...การนิคมอุตสาหกรรมแห่งประเทศไทยรัฐวิสาหกิจนอกตลาดหลักทรัพย์กรุงเทพมหานครประกวดราคาด้วยวิธีการทางอิเล็กทรอนิกส์จ้างก่อสร้างกิจการร่วมค้า เอส.พี.ที. พาโซย่า637,600,000.00
171016ประกวดราคาจ้างงานจ้างเหมาทำการก่อสร้างด่านพรมแ...กรมทางหลวง กรุงเทพฯส่วนราชการทั่วไปกรุงเทพมหานครประกวดราคาอิเล็กทรอนิกส์ (e-bidding)จ้างก่อสร้างบริษัท ดิอาคิเท็คส์ แอนด์ เทิร์นคีย์ จำกัด586,000,000.00
171017ประกวดราคาจ้างเหมาทำการก่อสร้างด่านพรมแดนสะพาน...กรมทางหลวง กรุงเทพฯส่วนราชการทั่วไปกรุงเทพมหานครประกวดราคาอิเล็กทรอนิกส์ (e-bidding)จ้างก่อสร้างบริษัท ดิอาคิเท็คส์ แอนด์ เทิร์นคีย์ จำกัด541,000,000.00
115200ซื้อปืนเล็กยาว ขนาด ๗.๖๒ มิลลิเมตร โดยวิธีพิเศษกองทัพบก โดย กรมสรรพาวุธทหารบกส่วนราชการทั่วไปกรุงเทพมหานครพิเศษซื้อบริษัท สยามคอมเมอร์เชียล แอนด์ อิเล็กทรอนิกส์ ...509,960,000.00
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ซื้อน้ำยาล้างไตทางช่องท้องระบบถุงคู่ (CAPD) 2,... \n", "767207 ประกวดราคาจ้างก่อสร้างโครงการนิคมอุตสาหกรรมสระ... \n", "171016 ประกวดราคาจ้างงานจ้างเหมาทำการก่อสร้างด่านพรมแ... \n", "171017 ประกวดราคาจ้างเหมาทำการก่อสร้างด่านพรมแดนสะพาน... \n", "115200 ซื้อปืนเล็กยาว ขนาด ๗.๖๒ มิลลิเมตร โดยวิธีพิเศษ \n", "\n", " subdep_name \\\n", "767345 การทางพิเศษแห่งประเทศไทย (กทพ.) กรุงเทพฯ \n", "171846 สำนักก่อสร้างทางที่ 1 กรมทางหลวง กรุงเทพฯ \n", "767582 การรถไฟฟ้าขนส่งมวลชนแห่งประเทศไทย (รฟม.) กรุงเทพฯ \n", "171018 กรมทางหลวง กรุงเทพฯ \n", "768266 การไฟฟ้าฝ่ายผลิตแห่งประเทศไทย (กฟผ.) กรุงเทพฯ \n", "767518 สถาบันการบินพลเรือน \n", "171847 สำนักก่อสร้างทางที่ 1 กรมทางหลวง กรุงเทพฯ \n", "767917 การไฟฟ้าฝ่ายผลิตแห่งประเทศไทย (กฟผ.) กรุงเทพฯ \n", "738400 สำนักงานหลักประกันสุขภาพแห่งชาติ \n", "767914 การไฟฟ้าฝ่ายผลิตแห่งประเทศไทย (กฟผ.) กรุงเทพฯ \n", "662683 สถาบันเทคโนโลยีนิวเคลียร์แห่งชาติ (องค์การมหาชน) \n", "767913 การไฟฟ้าฝ่ายผลิตแห่งประเทศไทย (กฟผ.) กรุงเทพฯ \n", "768267 การไฟฟ้าฝ่ายผลิตแห่งประเทศไทย (กฟผ.) กรุงเทพฯ \n", "768263 การไฟฟ้าฝ่ายผลิตแห่งประเทศไทย (กฟผ.) กรุงเทพฯ \n", "145383 กรมปศุสัตว์ \n", "738408 สำนักงานหลักประกันสุขภาพแห่งชาติ \n", "767207 การนิคมอุตสาหกรรมแห่งประเทศไทย \n", "171016 กรมทางหลวง กรุงเทพฯ \n", "171017 กรมทางหลวง กรุงเทพฯ \n", "115200 กองทัพบก โดย กรมสรรพาวุธทหารบก \n", "\n", " org_name provnc \\\n", "767345 รัฐวิสาหกิจนอกตลาดหลักทรัพย์ กรุงเทพมหานคร \n", "171846 ส่วนราชการทั่วไป กรุงเทพมหานคร \n", "767582 รัฐวิสาหกิจนอกตลาดหลักทรัพย์ กรุงเทพมหานคร \n", "171018 ส่วนราชการทั่วไป กรุงเทพมหานคร \n", "768266 รัฐวิสาหกิจนอกตลาดหลักทรัพย์ นนทบุรี \n", "767518 รัฐวิสาหกิจนอกตลาดหลักทรัพย์ กรุงเทพมหานคร \n", "171847 ส่วนราชการทั่วไป กรุงเทพมหานคร \n", "767917 รัฐวิสาหกิจนอกตลาดหลักทรัพย์ นนทบุรี \n", "738400 หน่วยงานอื่นของรัฐที่จัดตั้งโดยกฎหมายเฉพาะ กรุงเทพมหานคร \n", "767914 รัฐวิสาหกิจนอกตลาดหลักทรัพย์ นนทบุรี \n", "662683 องค์การมหาชน นครนายก \n", "767913 รัฐวิสาหกิจนอกตลาดหลักทรัพย์ นนทบุรี \n", "768267 รัฐวิสาหกิจนอกตลาดหลักทรัพย์ นนทบุรี \n", "768263 รัฐวิสาหกิจนอกตลาดหลักทรัพย์ นนทบุรี \n", "145383 ส่วนราชการทั่วไป กรุงเทพมหานคร \n", "738408 หน่วยงานอื่นของรัฐที่จัดตั้งโดยกฎหมายเฉพาะ กรุงเทพมหานคร \n", "767207 รัฐวิสาหกิจนอกตลาดหลักทรัพย์ กรุงเทพมหานคร \n", "171016 ส่วนราชการทั่วไป กรุงเทพมหานคร \n", "171017 ส่วนราชการทั่วไป กรุงเทพมหานคร \n", "115200 ส่วนราชการทั่วไป กรุงเทพมหานคร \n", "\n", " mthd_name typ_name \\\n", "767345 ประกวดราคาด้วยวิธีการทางอิเล็กทรอนิกส์ จ้างก่อสร้าง \n", "171846 ประกวดราคาอิเล็กทรอนิกส์ (e-bidding) จ้างก่อสร้าง \n", "767582 จ้างที่ปรึกษาโดยวิธีคัดเลือก จ้างที่ปรึกษา \n", "171018 ประกวดราคาอิเล็กทรอนิกส์ (e-bidding) จ้างก่อสร้าง \n", "768266 ประกวดราคา จ้างก่อสร้าง \n", "767518 ประกวดราคาด้วยวิธีการทางอิเล็กทรอนิกส์ จ้างก่อสร้าง \n", "171847 ประกวดราคาอิเล็กทรอนิกส์ (e-bidding) จ้างก่อสร้าง \n", "767917 ประกวดราคาด้วยวิธีการทางอิเล็กทรอนิกส์ ซื้อ \n", "738400 พิเศษ ซื้อ \n", "767914 ประกวดราคาด้วยวิธีการทางอิเล็กทรอนิกส์ ซื้อ \n", "662683 พิเศษ ซื้อ \n", "767913 ประกวดราคาด้วยวิธีการทางอิเล็กทรอนิกส์ ซื้อ \n", "768267 ประกวดราคา จ้างก่อสร้าง \n", "768263 ประกวดราคา จ้างก่อสร้าง \n", "145383 ประกวดราคาอิเล็กทรอนิกส์ (e-bidding) ซื้อ \n", "738408 พิเศษ ซื้อ \n", "767207 ประกวดราคาด้วยวิธีการทางอิเล็กทรอนิกส์ จ้างก่อสร้าง \n", "171016 ประกวดราคาอิเล็กทรอนิกส์ (e-bidding) จ้างก่อสร้าง \n", "171017 ประกวดราคาอิเล็กทรอนิกส์ (e-bidding) จ้างก่อสร้าง \n", "115200 พิเศษ ซื้อ \n", "\n", " corp_name contrct_price \n", "767345 บริษัท ฑีฆาก่อสร้าง จำกัด 2,543,000,000.00 \n", "171846 บริษัท ชัยนันท์ค้าวัตถุก่อสร้าง (2524) จำกัด 1,684,477,000.00 \n", "767582 เอเชี่ยน เอ็นจิเนียริ่ง คอนซัลแต้นท์ 1,501,959,568.00 \n", "171018 บริษัท ประยูรวิศว์ จำกัด 1,481,700,000.00 \n", "768266 Consortium of Larsen & Toubro Limited and Sri ... 1,471,533,706.00 \n", "767518 บริษัท บุญรัตน์พัฒนา จำกัด 1,378,600,000.00 \n", "171847 บริษัท เอ็ม.ซี. คอนสตรัคชั่น (1979) จำกัด 1,289,728,000.00 \n", "767917 บริษัท สายไฟฟ้าบางกอกเคเบิ้ล จำกัด 1,249,610,251.00 \n", "738400 องค์การเภสัชกรรม 961,092,096.00 \n", "767914 บริษัท จรุงไทยไวร์แอนด์เคเบิ้ล จำกัด (มหาชน) 883,997,265.20 \n", "662683 บริษัท ไคเนติคส์ คอร์ปอเรชั่น จำกัด 880,000,000.00 \n", "767913 บริษัท เฟ้ลปส์ ดอด์จ อินเตอร์เนชั่นแนล (ไทยแลน... 858,907,561.60 \n", "768267 TPL-TEDA CONSORTIUM 851,321,614.30 \n", "768263 CONSORTIUM OF SINOHYDRO AND SEPCOIII 774,938,368.70 \n", "145383 ชุมนุมร้านสหกรณ์แห่งประเทศไทย จำกัด 747,500,000.00 \n", "738408 องค์การเภสัชกรรม 647,131,264.00 \n", "767207 กิจการร่วมค้า เอส.พี.ที. พาโซย่า 637,600,000.00 \n", "171016 บริษัท ดิอาคิเท็คส์ แอนด์ เทิร์นคีย์ จำกัด 586,000,000.00 \n", "171017 บริษัท ดิอาคิเท็คส์ แอนด์ เทิร์นคีย์ จำกัด 541,000,000.00 \n", "115200 บริษัท สยามคอมเมอร์เชียล แอนด์ อิเล็กทรอนิกส์ ... 509,960,000.00 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "get_col = ['proj_name','subdep_name','org_name','provnc','mthd_name','typ_name','corp_name','contrct_price']\n", "govSpendCntrct.sort_values('contrct_price', ascending=False)[get_col].head(20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot relationship between corp_name and contract" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "list_to_group = ['corp_name']\n", "target = ['contrct_price']\n", "\n", "sum_contrct = govSpendCntrct[list_to_group+target].groupby(list_to_group).sum().sort_values(target,ascending=False)\n", "count_contrct = govSpendCntrct[list_to_group+target].groupby(list_to_group).count().sort_values(target,ascending=False)\n", "\n", "costPerContrct = (sum_contrct/count_contrct).sort_values(target,ascending=False)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This is the format of your plot grid:\n", "[ (1,1) x1,y1 ] [ (1,2) x2,y2 ]\n", "[ (2,1) x3,y3 - ]\n", "\n" ] }, { "data": { "application/vnd.plotly.v1+json": { "data": [ 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "start_date = govSpendCntrct['contrct_date'].min().strftime('%Y/%m/%d')\n", "end_date = govSpendCntrct['contrct_date'].max().strftime('%Y/%m/%d')\n", "\n", "count_total = count_contrct.sum()\n", "sum_total = sum_contrct.sum()\n", "\n", "count_contrct = count_contrct[:15]\n", "sum_contrct = sum_contrct[:15]\n", "costPerContrct = costPerContrct[:15]\n", "\n", "marker = dict(color='rgb(158,202,225)',\n", " line=dict(color='rgb(8,48,107)',width=1.5),\n", " )\n", "\n", "# if would like rainbow color\n", "barcolors = ['hsl('+str(h)+',50%'+',50%)' for h in range(0, 360, int(360/count_contrct.shape[0]))]\n", "edgescolors = ['hsl('+str(h)+',100%'+',20%)' for h in range(0, 360, int(360/count_contrct.shape[0]))]\n", "marker = dict(color=barcolors,\n", " line=dict(color=edgescolors,width=1.5),\n", " )\n", "\n", "trace_count = Bar(\n", " x=count_contrct.index,\n", " y=count_contrct['contrct_price'],\n", " text=['%.2f%% of total' % percent[0] for percent in (count_contrct/count_total*100).values],\n", " marker=marker,\n", " opacity=0.7,\n", " name='count'\n", " )\n", "trace_sum = Bar(\n", " x=sum_contrct.index,\n", " y=sum_contrct['contrct_price'],\n", " text=['%.2f%% of total' % percent[0] for percent in (sum_contrct/sum_total*100).values],\n", " marker=marker,\n", " opacity=0.7,\n", " name='sum value'\n", " )\n", "trace_avg = Bar(\n", " x=costPerContrct.index,\n", " y=costPerContrct['contrct_price'],\n", " marker=marker,\n", " opacity=0.7,\n", " name='per contract'\n", " )\n", "\n", "fig = tools.make_subplots(rows=2, cols=2, specs=[[{}, {}], [{'colspan': 2}, None]], \n", " vertical_spacing=0.2,\n", " subplot_titles=('15 บริษัทที่ได้จำนวนสัญญาจัดซื้อรวมสูงสุด',\n", " '15 บริษัทที่ได้รับมูลค่าสัญญารวมสูงสุด',\n", " '15 บริษัทที่มีมูลค่าจัดซื้อต่อสัญญาสูงสุด'))\n", "\n", "fig.append_trace(trace_count, 1, 1)\n", "fig.append_trace(trace_sum, 1, 2)\n", "fig.append_trace(trace_avg, 2, 1)\n", "\n", "fig['layout'].update(height=460, width=700, \n", " title='สรุปคำสั่งและงบประมาณการจัดซื้อของหน่วยงานรัฐบาล ({} ถึง {})'.format(start_date, end_date), \n", " showlegend=False, plot_bgcolor='rgb(256,256,256)',\n", " font=dict(size=11)\n", " )\n", "\n", "fig['layout']['annotations'][0]['font'].update(size=13)\n", "fig['layout']['annotations'][1]['font'].update(size=13)\n", "fig['layout']['annotations'][2]['font'].update(size=14)\n", "\n", "fig['layout']['yaxis1'].update(title='จำนวนรวม (สัญญา)')\n", "fig['layout']['yaxis2'].update(title='มูลค่ารวม (บาท)')\n", "fig['layout']['yaxis3'].update(title='มูลค่าต่อสัญญา (บาท/สัญญา)')\n", "\n", "fig['layout']['xaxis1'].update(showticklabels=True,tickfont=dict(size=6),tickangle=20)\n", "fig['layout']['xaxis2'].update(showticklabels=True,tickfont=dict(size=6),tickangle=20)\n", "fig['layout']['xaxis3'].update(showticklabels=True,tickfont=dict(size=10),tickangle=20)\n", "\n", "fig['layout']['annotations'][2]['y'] = 0.35\n", "\n", "py.iplot(fig)\n", "# py.plot(fig, filename='summaryByCompany.html')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Relationship between org_name and contract" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "list_to_group = ['org_name']\n", "target = ['contrct_price']\n", "\n", "sum_contrct = govSpendCntrct[list_to_group+target].groupby(list_to_group).sum().sort_values(target,ascending=False)\n", "count_contrct = govSpendCntrct[list_to_group+target].groupby(list_to_group).count().sort_values(target,ascending=False)\n", "\n", "costPerContrct = (sum_contrct/count_contrct).sort_values(target,ascending=False)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This is the format of your plot grid:\n", "[ (1,1) x1,y1 ] [ (1,2) x2,y2 ]\n", "[ (2,1) x3,y3 - ]\n", "\n" ] }, { "data": { "application/vnd.plotly.v1+json": { "data": [ { "marker": { "color": [ 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"องค์การบริหารส่วนตำบล", "ส่วนราชการประเภทสถานศึกษา", "ส่วนราชการทั่วไป", "ส่วนราชการประเภทสถานพยาบาล", "เทศบาลตำบล", "เทศบาลเมือง", "องค์การบริหารส่วนจังหวัด", "หน่วยงานของรัฐที่ไม่สังกัดสำนักนายกรัฐมนตรี กระทรวงหรือทบวง", "รัฐวิสาหกิจนอกตลาดหลักทรัพย์", "เทศบาลนคร", "ท้องถิ่นรูปแบบพิเศษ", "องค์การมหาชน", "องค์กรอิสระตามรัฐธรรมนูญ", "หน่วยงานอื่นของรัฐที่จัดตั้งโดยกฎหมายเฉพาะ", "รัฐวิสาหกิจในตลาดหลักทรัพย์" ], "xaxis": "x1", "y": [ 180833, 171808, 171360, 149461, 84059, 13399, 10515, 9659, 8119, 6695, 3276, 873, 802, 232, 150 ], "yaxis": "y1" }, { "marker": { "color": [ "hsl(0,50%,50%)", "hsl(24,50%,50%)", "hsl(48,50%,50%)", "hsl(72,50%,50%)", "hsl(96,50%,50%)", "hsl(120,50%,50%)", "hsl(144,50%,50%)", "hsl(168,50%,50%)", "hsl(192,50%,50%)", "hsl(216,50%,50%)", "hsl(240,50%,50%)", "hsl(264,50%,50%)", "hsl(288,50%,50%)", "hsl(312,50%,50%)", "hsl(336,50%,50%)" ], "line": { "color": [ "hsl(0,100%,20%)", "hsl(24,100%,20%)", "hsl(48,100%,20%)", "hsl(72,100%,20%)", "hsl(96,100%,20%)", "hsl(120,100%,20%)", "hsl(144,100%,20%)", "hsl(168,100%,20%)", "hsl(192,100%,20%)", "hsl(216,100%,20%)", "hsl(240,100%,20%)", "hsl(264,100%,20%)", "hsl(288,100%,20%)", "hsl(312,100%,20%)", "hsl(336,100%,20%)" ], "width": 1.5 } }, "name": "sum value", "opacity": 0.7, "text": [ "42.48% of total", "15.87% of total", "9.31% of total", "9.09% of total", "7.30% of total", "4.52% of total", "3.26% of total", "2.48% of total", "1.50% of total", "1.35% of total", "1.11% of total", "0.95% of total", "0.64% of total", "0.13% of total", "0.02% of total" ], "type": "bar", "x": [ "ส่วนราชการทั่วไป", "รัฐวิสาหกิจนอกตลาดหลักทรัพย์", "องค์การบริหารส่วนตำบล", "ส่วนราชการประเภทสถานศึกษา", "ส่วนราชการประเภทสถานพยาบาล", "เทศบาลตำบล", "องค์การบริหารส่วนจังหวัด", "หน่วยงานของรัฐที่ไม่สังกัดสำนักนายกรัฐมนตรี กระทรวงหรือทบวง", "เทศบาลเมือง", "เทศบาลนคร", "หน่วยงานอื่นของรัฐที่จัดตั้งโดยกฎหมายเฉพาะ", "ท้องถิ่นรูปแบบพิเศษ", "องค์การมหาชน", "องค์กรอิสระตามรัฐธรรมนูญ", "รัฐวิสาหกิจในตลาดหลักทรัพย์" ], "xaxis": "x2", "y": [ 93762993334.51035, 35038291218.32003, 20559014087.439873, 20054242222.110012, 16103784294.500069, 9968207694.450018, 7199073894.990001, 5473766396.189989, 3302798120.079993, 2969909557.029998, 2454151655.9499993, 2100771878.9, 1420399335.72, 282796662.5, 41837032.14 ], "yaxis": "y2" }, { "marker": { "color": [ "hsl(0,50%,50%)", "hsl(24,50%,50%)", "hsl(48,50%,50%)", "hsl(72,50%,50%)", "hsl(96,50%,50%)", "hsl(120,50%,50%)", "hsl(144,50%,50%)", "hsl(168,50%,50%)", "hsl(192,50%,50%)", "hsl(216,50%,50%)", "hsl(240,50%,50%)", "hsl(264,50%,50%)", "hsl(288,50%,50%)", "hsl(312,50%,50%)", "hsl(336,50%,50%)" ], "line": { "color": [ "hsl(0,100%,20%)", "hsl(24,100%,20%)", "hsl(48,100%,20%)", "hsl(72,100%,20%)", "hsl(96,100%,20%)", "hsl(120,100%,20%)", "hsl(144,100%,20%)", "hsl(168,100%,20%)", "hsl(192,100%,20%)", "hsl(216,100%,20%)", "hsl(240,100%,20%)", "hsl(264,100%,20%)", "hsl(288,100%,20%)", "hsl(312,100%,20%)", "hsl(336,100%,20%)" ], "width": 1.5 } }, "name": "per contract", "opacity": 0.7, "type": "bar", "x": [ "หน่วยงานอื่นของรัฐที่จัดตั้งโดยกฎหมายเฉพาะ", "รัฐวิสาหกิจนอกตลาดหลักทรัพย์", "องค์การมหาชน", "องค์การบริหารส่วนจังหวัด", "ท้องถิ่นรูปแบบพิเศษ", "หน่วยงานของรัฐที่ไม่สังกัดสำนักนายกรัฐมนตรี กระทรวงหรือทบวง", "ส่วนราชการทั่วไป", "เทศบาลนคร", "องค์กรอิสระตามรัฐธรรมนูญ", "รัฐวิสาหกิจในตลาดหลักทรัพย์", "เทศบาลเมือง", "เทศบาลตำบล", "ส่วนราชการประเภทสถานศึกษา", "องค์การบริหารส่วนตำบล", "ส่วนราชการประเภทสถานพยาบาล" ], "xaxis": "x3", "y": [ 10578239.896336203, 4315591.971710806, 1627032.4578694159, 684648.0166419401, 641261.2572954823, 566701.1487928346, 547169.6623162369, 443601.1287572812, 352614.29239401495, 278913.5476, 246495.86686170555, 118585.84677964308, 116724.72889568596, 113690.61005148327, 107745.72828028763 ], "yaxis": "y3" } ], "layout": { "annotations": [ { "font": { "size": 13 }, "showarrow": false, "text": "จำนวนสัญญาจัดซื้อรวมเรียงตามหน่วยงาน", "x": 0.225, "xanchor": "center", "xref": "paper", "y": 1, "yanchor": "bottom", "yref": "paper" }, { "font": { "size": 13 }, "showarrow": false, "text": "มูลค่าสัญญาจัดซื้อรวมเรียงตามหน่วยงาน", "x": 0.775, "xanchor": "center", "xref": "paper", "y": 1, "yanchor": "bottom", "yref": "paper" }, { "font": { "size": 14 }, "showarrow": false, "text": "มูลค่าสัญญาจัดซื้อต่อสัญญาเฉลี่ยเรียงตามหน่วยงาน", "x": 0.5, "xanchor": "center", "xref": "paper", "y": 0.35, "yanchor": "bottom", "yref": "paper" } ], "font": { "size": 11 }, "height": 460, "plot_bgcolor": "rgb(256,256,256)", "showlegend": false, "title": "สรุปคำสั่งและงบประมาณการจัดซื้อของหน่วยงานรัฐบาล (2017/08/16 ถึง 2017/10/31)", "width": 700, "xaxis1": { "anchor": "y1", "domain": [ 0, 0.45 ], "showticklabels": true, "tickangle": 20, "tickfont": { "size": 6 } }, "xaxis2": { "anchor": "y2", "domain": [ 0.55, 1 ], "showticklabels": true, "tickangle": 20, "tickfont": { "size": 6 } }, "xaxis3": { "anchor": "y3", "domain": [ 0, 1 ], "showticklabels": true, "tickangle": 20, "tickfont": { "size": 10 } }, "yaxis1": { "anchor": "x1", "domain": [ 0.625, 1 ], "title": "จำนวนรวม (สัญญา)" }, "yaxis2": { "anchor": "x2", "domain": [ 0.625, 1 ], "title": "มูลค่ารวม (บาท)" }, "yaxis3": { "anchor": "x3", "domain": [ 0, 0.375 ], "title": "มูลค่าต่อสัญญา (บาท/สัญญา)" } } }, "text/html": [ "
" ], "text/vnd.plotly.v1+html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "start_date = govSpendCntrct['contrct_date'].min().strftime('%Y/%m/%d')\n", "end_date = govSpendCntrct['contrct_date'].max().strftime('%Y/%m/%d')\n", "\n", "count_total = count_contrct.sum()\n", "sum_total = sum_contrct.sum()\n", "\n", "marker = dict(color='rgb(158,202,225)',\n", " line=dict(color='rgb(8,48,107)',width=1.5),\n", " )\n", "\n", "# if would like rainbow color\n", "barcolors = ['hsl('+str(h)+',50%'+',50%)' for h in range(0, 360, int(360/count_contrct.shape[0]))]\n", "edgescolors = ['hsl('+str(h)+',100%'+',20%)' for h in range(0, 360, int(360/count_contrct.shape[0]))]\n", "marker = dict(color=barcolors,\n", " line=dict(color=edgescolors,width=1.5),\n", " )\n", "\n", "trace_count = Bar(\n", " x=count_contrct.index,\n", " y=count_contrct['contrct_price'],\n", " text=['%.2f%% of total' % percent[0] for percent in (count_contrct/count_total*100).values],\n", " marker=marker,\n", " opacity=0.7,\n", " name='count'\n", " )\n", "trace_sum = Bar(\n", " x=sum_contrct.index,\n", " y=sum_contrct['contrct_price'],\n", " text=['%.2f%% of total' % percent[0] for percent in (sum_contrct/sum_total*100).values],\n", " marker=marker,\n", " opacity=0.7,\n", " name='sum value'\n", " )\n", "trace_avg = Bar(\n", " x=costPerContrct.index,\n", " y=costPerContrct['contrct_price'],\n", " marker=marker,\n", " opacity=0.7,\n", " name='per contract'\n", " )\n", "\n", "fig = tools.make_subplots(rows=2, cols=2, specs=[[{}, {}], [{'colspan': 2}, None]], \n", " vertical_spacing=0.25,\n", " subplot_titles=('จำนวนสัญญาจัดซื้อรวมเรียงตามหน่วยงาน',\n", " 'มูลค่าสัญญาจัดซื้อรวมเรียงตามหน่วยงาน',\n", " 'มูลค่าสัญญาจัดซื้อต่อสัญญาเฉลี่ยเรียงตามหน่วยงาน')\n", " )\n", "\n", "fig.append_trace(trace_count, 1, 1)\n", "fig.append_trace(trace_sum, 1, 2)\n", "fig.append_trace(trace_avg, 2, 1)\n", "\n", "fig['layout'].update(height=460, width=700, \n", " title='สรุปคำสั่งและงบประมาณการจัดซื้อของหน่วยงานรัฐบาล ({} ถึง {})'.format(start_date, end_date), \n", " showlegend=False, plot_bgcolor='rgb(256,256,256)',\n", " font=dict(size=11)\n", " )\n", "\n", "fig['layout']['annotations'][0]['font'].update(size=13)\n", "fig['layout']['annotations'][1]['font'].update(size=13)\n", "fig['layout']['annotations'][2]['font'].update(size=14)\n", "\n", "fig['layout']['yaxis1'].update(title='จำนวนรวม (สัญญา)')\n", "fig['layout']['yaxis2'].update(title='มูลค่ารวม (บาท)')\n", "fig['layout']['yaxis3'].update(title='มูลค่าต่อสัญญา (บาท/สัญญา)')\n", "\n", "fig['layout']['xaxis1'].update(showticklabels=True,tickfont=dict(size=6),tickangle=20)\n", "fig['layout']['xaxis2'].update(showticklabels=True,tickfont=dict(size=6),tickangle=20)\n", "fig['layout']['xaxis3'].update(showticklabels=True,tickfont=dict(size=10),tickangle=20)\n", "\n", "fig['layout']['annotations'][2]['y'] = 0.35\n", "\n", "py.iplot(fig)\n", "# py.plot(fig, filename='summaryByOrg.html')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Relationship between org_name and avg_contrct_price" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "data": [ { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(0,50%,50%)", "size": 4 }, "name": "หน่วยงานอื่นของรัฐที่จัดตั้งโดยกฎหมายเฉพาะ", "opacity": 0.5, "pointpos": 0, "text": "หน่วยงานอื่นของรัฐที่จัดตั้งโดยกฎหมายเฉพาะ:
Mean=10578k
Q3=500k
median=224k
Q1=106k", "type": "box", "whiskerwidth": 0.2, "y": [ 249075, 960000, 398810.4, 432000, 8767.58, 256000, 1168440, 126240, 12585.34, 242500.02, 385200, 7292260.08, 489600, 720000, 8625, 60993, 157932, 179225, 10000, 210790, 7263.16, 196800, 192000, 498426.33, 500000, 10140, 3299000, 216000, 11550000, 423360, 167280, 149800, 120960, 22630.5, 540000, 961092096, 8500, 280000, 244426, 559000, 733913, 8120, 640000, 111930, 98400, 279000, 129150, 11280000, 389480, 1850000, 383500, 2315908, 15000, 215712, 15900000, 78645, 132840, 11600, 420000, 274032, 110700, 500000, 0.37, 74900, 190000, 106800, 188880, 20000, 4379000, 5087.85, 3133000, 500000, 158424, 1445600, 111280, 132840, 15087, 500000, 132000, 389880, 1894970, 147600, 2149200, 870000, 207550, 20550, 6900000, 300000, 10700, 184992, 500000, 3787800, 127466, 5000, 2407500, 93000, 1610000, 11800, 4820350, 190038997.2 ] }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(0,50%,50%)" }, "name": "หน่วยงานอื่นของรัฐที่จัดตั้งโดยกฎหมายเฉพาะ", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "y": [ 105600, 105600, 105600, 105600, 105600, 287708.8432327586, 500000, 500000, 500000, 500000, 500000 ] }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(24,50%,50%)", "size": 4 }, "name": "รัฐวิสาหกิจนอกตลาดหลักทรัพย์", "opacity": 0.5, "pointpos": 0, "text": "รัฐวิสาหกิจนอกตลาดหลักทรัพย์:
Mean=4316k
Q3=690k
median=270k
Q1=132k", "type": "box", "whiskerwidth": 0.2, "y": [ 123638.5, 395723.45, 141240, 165000, 369394.82, 498941, 346107.55, 265000, 181044, 183546.32, 1455518, 6586920, 299600, 174000, 1056000, 367224, 362195, 312397.2, 11000000, 321000, 441855.97, 115835.85, 466092, 114755.24, 478664.5, 315650, 106828.8, 212479.53, 2010401.94, 168291.74, 324210, 138000, 10405, 260010, 1237.99, 35331.4, 174700, 140000, 1170000, 69550, 185110, 794000, 5419699.8, 196837.41, 939460, 229666.83, 734020, 127651, 189593.3, 25500, 483714.9, 1123500, 1065056.6, 3934000, 746325, 166713, 5326940.04, 152475, 229271.04, 473648.88, 136215.28, 6420000, 97295.1, 282480, 470800, 21956.4, 401250, 259098, 230224.35, 133536, 108000, 467123.48, 22587.7, 1231.14, 251450, 145097, 190, 3000, 113420, 196452, 16328.2, 1361.04, 309440.79, 68337.5, 193500, 223565.8, 192386, 195810, 189390, 642000, 7880000, 15000, 22629844.74, 129000, 13696, 18000, 9630, 2128.23, 511481.4, 98782.4 ] }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(24,50%,50%)" }, "name": "รัฐวิสาหกิจนอกตลาดหลักทรัพย์", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "y": [ 131819.97, 131819.97, 131819.97, 131819.97, 131819.97, 355227.88821037073, 690000, 690000, 690000, 690000, 690000 ] }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(48,50%,50%)", "size": 4 }, "name": "องค์การมหาชน", "opacity": 0.5, "pointpos": 0, "text": "องค์การมหาชน:
Mean=1627k
Q3=444k
median=209k
Q1=128k", "type": "box", "whiskerwidth": 0.2, "y": [ 314580, 155150, 196880, 1658000, 87260.64, 216000, 213300, 284384.6, 42960.5, 2110040, 240000, 498000, 3060000, 96745.39, 30816, 306000, 138981.3, 120000, 6780, 225000, 1860000, 500000, 995100, 642000, 94000, 240000, 37000, 288000, 108600, 272000, 143862.35, 168000, 178500, 2475000, 2300000, 166577.6, 189300, 32908, 1123500, 41001.5, 1000000, 180000, 49429.04, 2000000, 2300000, 1043250, 145520, 163710, 691920, 192600, 9549.75, 162747, 337050, 119840, 324000, 43014, 205440, 70000, 167572.7, 182328, 300000, 400000, 185500, 26550, 33729.8, 150000, 190000, 551371, 693000, 120000, 960000, 107799.08, 15800000, 1942585, 600000, 149000, 792228, 900000, 3600000, 198000, 187250, 8359, 100000, 101452, 190000, 168000, 1000000, 186813.97, 2650000, 4280, 148800, 25830, 198000, 444000, 40749, 189300, 256800, 157290, 764280, 127330 ] }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(48,50%,50%)" }, "name": "องค์การมหาชน", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "y": [ 128400, 128400, 128400, 128400, 128400, 258523.94706758307, 444000, 444000, 444000, 444000, 444000 ] }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(72,50%,50%)", "size": 4 }, "name": "องค์การบริหารส่วนจังหวัด", "opacity": 0.5, "pointpos": 0, "text": "องค์การบริหารส่วนจังหวัด:
Mean=685k
Q3=484k
median=81k
Q1=23k", "type": "box", "whiskerwidth": 0.2, "y": [ 99000, 138000, 1406616, 218158.8, 13500, 2369000, 37750, 99375, 7000, 1930000, 283200, 7270, 30000, 490300, 490100, 494000, 31222, 8400, 7585, 70000, 15900, 144000, 51349, 10180, 491600, 47939, 482000, 495100, 480000, 50000, 2788000, 80250, 43650, 291363, 8400, 44000, 33500, 486000, 98000, 442274, 99500, 196000, 45000, 25500, 3160, 28141, 137454, 198500, 86500, 99500, 99049.9, 30000, 4050, 51600, 1045000, 184400, 11400, 490000, 12020, 21500, 374000, 346400, 1180000, 7800, 17903, 384000, 14340000, 36820, 9834, 498000, 483000, 32902, 235400, 45520, 43627, 5000, 480000, 396000, 7300, 2527000, 1860000, 377200, 94695, 2568, 69978, 20019, 18000, 94000, 7729, 495500, 7000, 7845000, 1797000, 60000, 50000, 3691000, 9198100, 31554.3, 12612.09, 23390 ] }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(72,50%,50%)" }, "name": "องค์การบริหารส่วนจังหวัด", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "y": [ 22510, 22510, 22510, 22510, 22510, 196506.73576034236, 484400, 484400, 484400, 484400, 484400 ] }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(96,50%,50%)", "size": 4 }, "name": "ท้องถิ่นรูปแบบพิเศษ", "opacity": 0.5, "pointpos": 0, "text": "ท้องถิ่นรูปแบบพิเศษ:
Mean=641k
Q3=456k
median=99k
Q1=30k", "type": "box", "whiskerwidth": 0.2, "y": [ 22901420, 180000, 13200, 83000, 468595.8, 458400, 156480, 3990000, 150000, 461277, 95000, 561000, 34459, 492989, 173760, 200000, 523230, 11760, 180000, 1801380, 12600, 25598500, 129800, 330000, 310000, 144000, 148000, 455884.2, 13800, 55697, 55273.96, 20360, 119840, 83400, 95230, 93300, 6420, 142000, 28797, 447520, 45774, 27103.1, 874500, 167348, 142362.57, 8560, 20330, 121305, 21239.5, 461277, 46010, 7260, 461277, 188400, 7490, 90000, 497800, 455884.2, 57780, 140050, 37450, 233153, 80000, 63100, 1878900, 25000, 113200, 66000, 163800, 176978, 481500, 350300, 11400, 5992, 12108, 97633, 498900, 30442, 76006, 7920, 7800, 920000, 215800, 10410, 268680, 52000, 1330000, 206242.5, 499440, 171200, 492894, 65300, 169380, 12000, 79822, 62542, 378361, 19000, 39993, 29371.5 ] }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(96,50%,50%)" }, "name": "ท้องถิ่นรูปแบบพิเศษ", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "y": [ 29982.5, 29982.5, 29982.5, 29982.5, 29982.5, 197238.1876282051, 455884.2, 455884.2, 455884.2, 455884.2, 455884.2 ] }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(120,50%,50%)", "size": 4 }, "name": "หน่วยงานของรัฐที่ไม่สังกัดสำนักนายกรัฐมนตรี กระทรวงหรือทบวง", "opacity": 0.5, "pointpos": 0, "text": "หน่วยงานของรัฐที่ไม่สังกัดสำนักนายกรัฐมนตรี กระทรวงหรือทบวง:
Mean=567k
Q3=102k
median=40k
Q1=15k", "type": "box", "whiskerwidth": 0.2, "y": [ 5500, 21500000, 69320, 12000, 99986.15, 7490, 10000, 90000, 12000, 3038750, 192059.97, 6720, 35710, 98000, 76494, 15920, 8751.21, 64500, 16500, 14361.6, 154561.5, 104860, 18690, 373740, 522000, 87674.34, 100000, 99927, 15496, 500000, 8250, 135383, 40000, 8386, 72000, 66000, 14200, 27500, 62841.1, 75914.9, 105028, 18712.88, 100000, 16050, 18703.21, 7300, 250000, 178800, 199389.49, 10900, 541200, 45571, 13500, 55000, 5600, 26400, 3642.69, 15000, 353376, 40000, 17980, 332000, 52337.6, 165000, 250000, 16542.2, 72000, 110531, 40783.05, 16290.75, 9660, 99750, 57339, 459704.1, 190788.49, 12500, 41831.65, 18340, 98095, 350000, 499882.6, 75391.37, 1725900, 106800, 9500, 54000, 5992, 99999, 99999, 276000, 74686, 519500, 19980, 99300, 72000, 500000, 46400, 83510, 39984.84, 16135.6 ] }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(120,50%,50%)" }, "name": "หน่วยงานของรัฐที่ไม่สังกัดสำนักนายกรัฐมนตรี กระทรวงหรือทบวง", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "y": [ 14572.165, 14572.165, 14572.165, 14572.165, 14572.165, 53459.469605031576, 102000, 102000, 102000, 102000, 102000 ] }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(144,50%,50%)", "size": 4 }, "name": "ส่วนราชการทั่วไป", "opacity": 0.5, "pointpos": 0, "text": "ส่วนราชการทั่วไป:
Mean=547k
Q3=95k
median=28k
Q1=12k", "type": "box", "whiskerwidth": 0.2, "y": [ 152079.5, 12020, 2999000, 53700, 3531000, 89525, 11300, 144000, 18490, 10765.27, 46300, 1865900, 45008.48, 40000, 10000, 480000, 14700, 14000, 17680, 21820, 36000, 14970, 397000, 21000, 63000, 22000, 41500, 28890, 60000, 1464300, 25000, 100000, 260000, 225000, 124309, 7851000, 14400, 4450, 25950, 14309, 6000, 6000, 68800, 164400, 21000, 25995.65, 64500, 66000, 10000, 20000, 140360, 498950, 6100, 249000, 68400, 46280, 6500, 49000, 5600, 600, 15000, 1688400, 28600, 28948.85, 1989504, 99510, 182187.83, 15000, 65970, 26750, 5300, 6600, 50000, 159700, 46000, 148900, 20000, 99950, 32100, 49229, 21000, 15120, 8220, 2580, 46610, 11522.83, 10000, 75600, 28000, 360000, 8985, 10750000, 9920, 65190, 90000, 104950, 127550, 9000, 20000, 45000 ] }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(144,50%,50%)" }, "name": "ส่วนราชการทั่วไป", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "y": [ 11672.5, 11672.5, 11672.5, 11672.5, 11672.5, 44469.269096930446, 95000, 95000, 95000, 95000, 95000 ] }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(168,50%,50%)", "size": 4 }, "name": "เทศบาลนคร", "opacity": 0.5, "pointpos": 0, "text": "เทศบาลนคร:
Mean=444k
Q3=178k
median=48k
Q1=16k", "type": "box", "whiskerwidth": 0.2, "y": [ 188000, 9000, 80400, 120000, 99750, 890000, 1437480, 16280, 179520, 495000, 5300, 6500, 97637.5, 8078.5, 484500, 48150, 75000, 123200, 31276.1, 72840, 236898, 44259, 18920, 26857, 82000, 19500, 11449, 57996, 37500, 48000, 108000, 13378, 7000, 15530, 19474, 72960, 18000, 36000, 50000, 14880, 75000, 206000, 200000, 110400, 11556, 23005, 108000, 65645, 15000, 15900, 52071.55, 10780210, 9280.11, 456000, 6200, 381000, 39990, 42051, 40000, 64735, 7746.8, 108000, 180000, 493000, 48000, 28241, 2984000, 25700, 8134.4, 494000, 1000, 145000, 54000, 5400, 181900, 38808, 45000, 166055, 491700, 23112, 108000, 91154.92, 13260, 494700, 99734.7, 19095, 24000, 27250, 8400, 79250, 7800, 488000, 66447, 73838, 120000, 8934.5, 108000, 46920, 54000, 14560 ] }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(168,50%,50%)" }, "name": "เทศบาลนคร", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "y": [ 16247.5, 16247.5, 16247.5, 16247.5, 16247.5, 78064.55100672143, 177761.65, 177761.65, 177761.65, 177761.65, 177761.65 ] }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(192,50%,50%)", "size": 4 }, "name": "องค์กรอิสระตามรัฐธรรมนูญ", "opacity": 0.5, "pointpos": 0, "text": "องค์กรอิสระตามรัฐธรรมนูญ:
Mean=353k
Q3=228k
median=108k
Q1=22k", "type": "box", "whiskerwidth": 0.2, "y": [ 3531, 148500, 127000, 50000, 7200, 902400, 604220, 308802, 1489000, 317073.1, 168000, 15000, 107590, 178330, 498620, 17000, 998760, 490000, 107700, 500000, 2120000, 108000, 934092, 371000, 117800, 0.28, 9362.5, 128186, 86135, 819072, 20000, 8881, 7500, 10800, 743200, 299493, 5142.42, 19938.38, 126400, 20223, 14552, 29620, 16500, 137258, 261000, 1051250, 14541.3, 107400, 157500, 3386880, 68950, 239400, 216000, 1258000, 49966.86, 108000, 342000, 24000, 114000, 239400, 9800, 9000, 19450, 35700, 759000, 309200, 10000, 75000, 1589000, 28890, 18720, 100000, 57760, 848316, 6285, 108000, 91400, 239400, 8988, 8881, 108000, 69550, 21721, 14500, 133100, 108000, 19581, 919000, 477000, 8461.56, 1589000, 154366.76, 2288990, 222560, 536177, 0.43, 100000, 195800, 1023000, 97800 ] }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(192,50%,50%)" }, "name": "องค์กรอิสระตามรัฐธรรมนูญ", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "y": [ 21705.25, 21705.25, 21705.25, 21705.25, 21705.25, 117053.76784289278, 228000, 228000, 228000, 228000, 228000 ] }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(216,50%,50%)", "size": 4 }, "name": "รัฐวิสาหกิจในตลาดหลักทรัพย์", "opacity": 0.5, "pointpos": 0, "text": "รัฐวิสาหกิจในตลาดหลักทรัพย์:
Mean=279k
Q3=277k
median=125k
Q1=28k", "type": "box", "whiskerwidth": 0.2, "y": [ 10291.26, 96150, 11840, 796080, 15700, 10200, 192784.52, 200000, 423720, 320932, 483040, 178064.52, 459010, 8988, 41800, 133568.1, 88400, 163800, 1599757, 111708, 19886, 170355, 178548.39, 499440, 16500, 314901, 27565, 120000, 35192, 141976.77, 756032.2, 35631, 405530, 102800, 134820, 12080, 90300, 194880, 292280, 4500, 95680, 192784.52, 296480, 18720, 66072, 70000, 898000, 52002, 25100, 152796, 260000, 324356, 15000, 129452, 270000, 489998, 12000, 156000, 19046, 469450, 480340, 12572.5, 12160, 1351321, 142362.57, 473475, 208500, 99250, 493045.3, 194880, 53520, 23433, 238075, 138253, 5780, 20000, 5780, 229836, 2032351.74, 4922000, 200000, 24860, 26215, 397116, 275000, 103220, 46280, 238000, 310000, 12000, 247500, 269772, 19283, 449400, 1600, 819000, 9260, 51900, 26480, 19370 ] }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(216,50%,50%)" }, "name": "รัฐวิสาหกิจในตลาดหลักทรัพย์", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "y": [ 27565, 27565, 27565, 27565, 27565, 140707.9292, 277378.25, 277378.25, 277378.25, 277378.25, 277378.25 ] }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(240,50%,50%)", "size": 4 }, "name": "เทศบาลเมือง", "opacity": 0.5, "pointpos": 0, "text": "เทศบาลเมือง:
Mean=246k
Q3=95k
median=29k
Q1=11k", "type": "box", "whiskerwidth": 0.2, "y": [ 109500, 24000, 6075, 40550, 10000, 72300.6, 20758, 7586.3, 40000, 32600, 14830, 18480, 108000, 76000, 32195, 345000, 1589296.28, 12000, 488112.6, 32850, 44400, 14000, 14700, 7645, 1500, 5000, 13400, 60300, 1098631.8, 56240, 1300000, 30500, 39790, 29792.01, 547000, 10000, 79922, 6250, 34920, 23560, 7150, 54600, 5900, 14000.01, 9200, 24556.5, 7500, 108000, 658, 79500, 5856.02, 42000, 5243, 12000, 18480, 45000, 39000, 18481, 16098.15, 50000, 20000, 5000, 17230, 20000, 6260, 108000, 95000, 21000, 112240, 148000, 18707.88, 1429808.8, 5413.13, 5000, 4870, 10876, 1064.65, 9244.8, 65000, 30000, 44000, 24475, 108000, 6000, 55500, 43004.38, 3380000, 13749.5, 29700, 11941.2, 23917, 35000, 16000, 90000, 20520, 35150, 997000, 3520, 6750, 14845 ] }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(240,50%,50%)" }, "name": "เทศบาลเมือง", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "y": [ 10900, 10900, 10900, 10900, 10900, 44311.34642883797, 95000, 95000, 95000, 95000, 95000 ] }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(264,50%,50%)", "size": 4 }, "name": "เทศบาลตำบล", "opacity": 0.5, "pointpos": 0, "text": "เทศบาลตำบล:
Mean=119k
Q3=81k
median=24k
Q1=10k", "type": "box", "whiskerwidth": 0.2, "y": [ 96000, 7500, 86400, 36000, 31600, 279000, 40000, 7062, 1420000, 54000, 79930, 8960, 52500, 32000, 590133.55, 73000, 300000, 7800, 9170, 199000, 6750, 7000, 7400, 28000, 19405.6, 84000, 25500, 44400, 14905, 6200, 120000, 22000, 1500, 32000, 8500, 1205000, 43020, 5155, 38500, 8178.15, 90000, 9000, 194000, 392000, 98500, 20635, 10000, 66000, 22977, 498000, 252500, 6400, 45210, 30000, 11750, 595000, 450, 61776, 327000, 86580, 15000, 320000, 123000, 84737.52, 2750, 498000, 6250, 108000, 47236.5, 7700, 16720, 11500, 84800, 340000, 23099, 12506.8, 214000, 11181.5, 210000, 9095, 44710, 108000, 11000, 54500, 404354, 5000, 18980, 18000, 83834.5, 20000, 49500, 54517.57, 402000, 60000, 36000, 9000, 7000, 2000, 36000, 10200 ] }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(264,50%,50%)" }, "name": "เทศบาลตำบล", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "y": [ 9900, 9900, 9900, 9900, 9900, 37698.726269762905, 80913.12, 80913.12, 80913.12, 80913.12, 80913.12 ] }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(288,50%,50%)", "size": 4 }, "name": "ส่วนราชการประเภทสถานศึกษา", "opacity": 0.5, "pointpos": 0, "text": "ส่วนราชการประเภทสถานศึกษา:
Mean=117k
Q3=50k
median=20k
Q1=10k", "type": "box", "whiskerwidth": 0.2, "y": [ 499904, 489500, 12264, 31950, 34800, 37000, 85000, 13250, 21850, 6680, 26575, 20000, 20000, 100000, 30000, 30000, 68200, 32528, 13000, 16000, 38276, 33790, 60000, 15500, 25420, 42500, 38360, 49594.5, 8858, 40000, 20000, 72000, 5530, 10400, 73500, 16720, 5000, 10000, 10600, 6000, 104000, 16830, 22500, 15500, 9500, 9057, 5395, 495000, 6963.56, 19233, 12848, 23850, 285400, 2973, 8170, 117432.5, 14811, 25000, 99250, 19780, 18700, 4000, 129147, 438000, 26025, 10730, 5000, 25000, 7811, 916001.32, 9570, 9999.15, 71600, 7021, 6750, 18950, 8075, 125000, 195278, 28800, 16500, 14000, 10795, 8500, 12347.8, 11910, 237000, 30000, 11500, 93995, 9998, 92000, 20000, 5500, 10000, 5885, 9833, 30000, 2000, 1470000 ] }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(288,50%,50%)" }, "name": "ส่วนราชการประเภทสถานศึกษา", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "y": [ 10000, 10000, 10000, 10000, 10000, 26708.09200479605, 50000, 50000, 50000, 50000, 50000 ] }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(312,50%,50%)", "size": 4 }, "name": "องค์การบริหารส่วนตำบล", "opacity": 0.5, "pointpos": 0, "text": "องค์การบริหารส่วนตำบล:
Mean=114k
Q3=92k
median=26k
Q1=10k", "type": "box", "whiskerwidth": 0.2, "y": [ 165697.98, 13340, 15200, 45300, 13559, 192771.3, 15000, 14300, 329500, 30000, 38000, 372700, 135000, 20000, 55640, 106000, 26400, 5000, 207000, 149000, 6000, 42000, 943000, 700, 59000, 7000, 6079.92, 108000, 186900, 16850, 39000, 167000, 100000, 8717.1, 6600, 36500, 327800, 38280, 99400, 195000, 18690, 5000, 6750, 254000, 49800, 88004, 191000, 19500, 19280, 33000, 119000, 37236, 5700, 5400, 174000, 14430, 30926, 24000, 22000, 32700, 12815, 12000, 6096, 7548, 25800, 98000, 22900, 348000, 95000, 33600, 25576, 30000, 7800, 18000, 121000, 8640, 36116, 42500, 78000, 1606000, 21080, 9980, 27000, 32975, 464000, 6438, 35700, 11550, 15000, 10000, 36000, 96000, 45700, 9300, 17500, 59830, 35500, 81600, 90000, 19000 ] }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(312,50%,50%)" }, "name": "องค์การบริหารส่วนตำบล", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "y": [ 10000, 10000, 10000, 10000, 10000, 42229.30976525302, 92000, 92000, 92000, 92000, 92000 ] }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(336,50%,50%)", "size": 4 }, "name": "ส่วนราชการประเภทสถานพยาบาล", "opacity": 0.5, "pointpos": 0, "text": "ส่วนราชการประเภทสถานพยาบาล:
Mean=108k
Q3=68k
median=26k
Q1=11k", "type": "box", "whiskerwidth": 0.2, "y": [ 29700, 15750, 2880000, 97584, 13717.4, 10233, 87633, 180000, 34874, 10400, 35100, 22587.7, 1535280, 334000, 98552.35, 86000, 34040, 33598, 55025, 92815.94, 6592, 42750, 4150, 14815.2, 51360, 51000, 38000, 24630, 28500, 8025, 117443.2, 48680, 48150, 58500, 93600, 17365, 17655, 49400, 21700, 11550, 14455.7, 29800, 749000, 17280, 69550, 9950, 6250, 11400, 88596, 208000, 69550, 95337, 46224, 13400, 14400, 20050, 10914, 2996000, 315000, 65034.6, 43977, 31200, 44000, 41001.6, 14124, 9200, 35000, 14450, 50000, 5800, 15750, 492702.9, 32000, 147018, 19300, 6900, 21590, 34376, 37000, 15200, 17600, 23700, 6800, 199200, 24000, 99224.55, 46000, 6553, 14550, 29189.6, 48000, 2000, 96300, 38520, 5400, 60360, 11250, 22840, 83888, 34769.65 ] }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(336,50%,50%)" }, "name": "ส่วนราชการประเภทสถานพยาบาล", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "y": [ 11000, 11000, 11000, 11000, 11000, 34618.49217655442, 67650, 67650, 67650, 67650, 67650 ] }, { "hoverinfo": "none", "marker": { "color": [ "hsl(0,50%,50%)", "hsl(24,50%,50%)", "hsl(48,50%,50%)", "hsl(72,50%,50%)", "hsl(96,50%,50%)", "hsl(120,50%,50%)", "hsl(144,50%,50%)", "hsl(168,50%,50%)", "hsl(192,50%,50%)", "hsl(216,50%,50%)", "hsl(240,50%,50%)", "hsl(264,50%,50%)", "hsl(288,50%,50%)", "hsl(312,50%,50%)", "hsl(336,50%,50%)" ], "line": { "color": [ "hsl(0,100%,20%)", "hsl(24,100%,20%)", "hsl(48,100%,20%)", "hsl(72,100%,20%)", "hsl(96,100%,20%)", "hsl(120,100%,20%)", "hsl(144,100%,20%)", "hsl(168,100%,20%)", "hsl(192,100%,20%)", "hsl(216,100%,20%)", "hsl(240,100%,20%)", "hsl(264,100%,20%)", "hsl(288,100%,20%)", "hsl(312,100%,20%)", "hsl(336,100%,20%)" ], "width": 1.5 } }, "name": "average", "opacity": 0.2, "text": [ "หน่วยงานอื่นของรัฐที่จัดตั้งโดยกฎหมายเฉพาะ:
Mean=10578k
Q3=500k
median=224k
Q1=106k", "รัฐวิสาหกิจนอกตลาดหลักทรัพย์:
Mean=4316k
Q3=690k
median=270k
Q1=132k", "องค์การมหาชน:
Mean=1627k
Q3=444k
median=209k
Q1=128k", "องค์การบริหารส่วนจังหวัด:
Mean=685k
Q3=484k
median=81k
Q1=23k", "ท้องถิ่นรูปแบบพิเศษ:
Mean=641k
Q3=456k
median=99k
Q1=30k", "หน่วยงานของรัฐที่ไม่สังกัดสำนักนายกรัฐมนตรี กระทรวงหรือทบวง:
Mean=567k
Q3=102k
median=40k
Q1=15k", "ส่วนราชการทั่วไป:
Mean=547k
Q3=95k
median=28k
Q1=12k", "เทศบาลนคร:
Mean=444k
Q3=178k
median=48k
Q1=16k", "องค์กรอิสระตามรัฐธรรมนูญ:
Mean=353k
Q3=228k
median=108k
Q1=22k", "รัฐวิสาหกิจในตลาดหลักทรัพย์:
Mean=279k
Q3=277k
median=125k
Q1=28k", "เทศบาลเมือง:
Mean=246k
Q3=95k
median=29k
Q1=11k", "เทศบาลตำบล:
Mean=119k
Q3=81k
median=24k
Q1=10k", "ส่วนราชการประเภทสถานศึกษา:
Mean=117k
Q3=50k
median=20k
Q1=10k", "องค์การบริหารส่วนตำบล:
Mean=114k
Q3=92k
median=26k
Q1=10k", "ส่วนราชการประเภทสถานพยาบาล:
Mean=108k
Q3=68k
median=26k
Q1=11k" ], "type": "bar", "x": [ "หน่วยงานอื่นของรัฐที่จัดตั้งโดยกฎหมายเฉพาะ", "รัฐวิสาหกิจนอกตลาดหลักทรัพย์", "องค์การมหาชน", "องค์การบริหารส่วนจังหวัด", "ท้องถิ่นรูปแบบพิเศษ", "หน่วยงานของรัฐที่ไม่สังกัดสำนักนายกรัฐมนตรี กระทรวงหรือทบวง", "ส่วนราชการทั่วไป", "เทศบาลนคร", "องค์กรอิสระตามรัฐธรรมนูญ", "รัฐวิสาหกิจในตลาดหลักทรัพย์", "เทศบาลเมือง", "เทศบาลตำบล", "ส่วนราชการประเภทสถานศึกษา", "องค์การบริหารส่วนตำบล", "ส่วนราชการประเภทสถานพยาบาล" ], "y": [ 10578239.896336203, 4315591.971710806, 1627032.4578694159, 684648.0166419401, 641261.2572954823, 566701.1487928346, 547169.6623162369, 443601.1287572812, 352614.29239401495, 278913.5476, 246495.86686170555, 118585.84677964308, 116724.72889568596, 113690.61005148327, 107745.72828028763 ] } ], "layout": { "font": { "size": 11 }, "height": 400, "showlegend": false, "title": "มูลค่าสัญญาจัดซื้อเฉลี่ยและการกระจายตัว (บาท/สัญญา)", "width": 600, "yaxis": { "range": [ 0, 11000000 ] } } }, "text/html": [ "
" ], "text/vnd.plotly.v1+html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_sampling = 100\n", "x_data = costPerContrct.index\n", "\n", "# if would like rainbow color\n", "barcolors = ['hsl('+str(h)+',50%'+',50%)' for h in range(0, 360, int(360/count_contrct.shape[0]))]\n", "edgescolors = ['hsl('+str(h)+',100%'+',20%)' for h in range(0, 360, int(360/count_contrct.shape[0]))]\n", "marker = dict(color=barcolors,\n", " line=dict(color=edgescolors,width=1.5),\n", " )\n", "traces = []\n", "hover_text = []\n", "\n", "for xd, cls in zip(x_data, barcolors):\n", " temp_df = govSpendCntrct.loc[govSpendCntrct['org_name']==xd,'contrct_price']\n", " q1_mark = temp_df.quantile(0.25)\n", " q3_mark = temp_df.quantile(0.75)\n", " \n", " hover_text.append('{}:
Mean={:.0f}k
Q3={:.0f}k
median={:.0f}k
Q1={:.0f}k'.format(\n", " xd,temp_df.mean()/1000,q3_mark/1000,temp_df.median()/1000,q1_mark/1000))\n", " \n", " hover_text_temp = '{}:
Mean={:.0f}k
Q3={:.0f}k
median={:.0f}k
Q1={:.0f}k'.format(\n", " xd,temp_df.mean()/1000,q3_mark/1000,temp_df.median()/1000,q1_mark/1000)\n", " \n", " traces.append(Box(\n", " y=temp_df.sample(n_sampling),\n", " name=xd,\n", " boxpoints='all',\n", " pointpos=0,\n", " jitter=1,\n", " whiskerwidth=0.2,\n", " marker=dict(color=cls, size=4),\n", " opacity=0.5, \n", " fillcolor='rgba(0,0,0,0)',\n", " line=dict(color='rgba(0,0,0,0)'),\n", " text=hover_text_temp,\n", " hoverinfo='text'\n", " )\n", " )\n", "\n", " temp_df.loc[temp_df<=q1_mark] = q1_mark\n", " temp_df.loc[temp_df>=q3_mark] = q3_mark\n", " \n", " # use this to make the box plot instead of using the whole temp_df (with 8xx,xxx data points)\n", " # since a box plot keeps all data points even when the points are hidden --> large file size\n", " temp_box = pd.Series([q1_mark]*5+[temp_df.mean()]+[q3_mark]*5)\n", " \n", " traces.append(Box(\n", "# y=temp_df,\n", " y=temp_box,\n", " name=xd,\n", " boxpoints=False,\n", " whiskerwidth=0.2,\n", " opacity=0.7, \n", " line=dict(color=cls),\n", " hoverinfo='none'\n", " )\n", " )\n", "\n", " \n", "traces.append(Bar(\n", " x=costPerContrct.index,\n", " y=costPerContrct['contrct_price'],\n", " marker=marker,\n", " opacity=0.2,\n", " name='average',\n", " text=hover_text,\n", " hoverinfo='none'\n", " )\n", " ) \n", " \n", "layout = Layout(\n", " title='มูลค่าสัญญาจัดซื้อเฉลี่ยและการกระจายตัว (บาท/สัญญา)',\n", " showlegend=False,\n", " width=600,\n", " height=400,\n", " font=dict(size=11),\n", " yaxis=dict(\n", " range=[0, 11e6]\n", " )\n", ")\n", "\n", "fig = Figure(data=traces, layout=layout)\n", "py.iplot(fig)\n", "# py.plot(fig, filename='spendingDistributionByOrg.html')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Thailand map" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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bQ2tKaP2mWhtn+n2c6vNxtMtDMBrnYMcYa8rNRbkmdzU65pz3u2wjmaWUDPiC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\ndexucvLtt+zj2890cM/uetZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# original data from https://github.com/apisit/thailand.json\n", "gdf = gpd.read_file('thailand.json')\n", "gdf.columns = ['Province','geometry']\n", "\n", "gdf.plot()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Thailand Referendum 2016" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# original data from https://data.go.th/DatasetDetail.aspx?id=8d13d593-aea4-40b9-ad78-884da8a49e35\n", "# note: the original data was re-encoded to utf8 to work with pandas\n", "df = pd.read_csv('ThailandReferendum2016_regular.csv', skiprows=3, header=[0,1])\n", "\n", "# This file only maps Thai to English version of provinces\n", "province_pair = pd.read_csv('thaiProvinces.csv', header=None, names=['จังหวัด','Province'])\n", "\n", "arrays = [['จังหวัด', 'ภาค', 'ผู้มีสิทธิออกเสียง', 'ผู้มาใช้สิทธิออกเสียง', 'มาใช้สิทธิ์ร้อยละ', \n", " 'ประเด็นที่ 1 ร่างรัฐธรรมนูญ', 'ประเด็นที่ 1 ร่างรัฐธรรมนูญ', 'ประเด็นที่ 1 ร่างรัฐธรรมนูญ', 'ประเด็นที่ 1 ร่างรัฐธรรมนูญ', \n", " 'ประเด็นที่ 2 คำถามเพิ่มเติม', 'ประเด็นที่ 2 คำถามเพิ่มเติม', 'ประเด็นที่ 2 คำถามเพิ่มเติม', 'ประเด็นที่ 2 คำถามเพิ่มเติม', \n", " 'บัตรเสีย', 'บัตรเสียร้อยละ'],\n", " ['', '', '', '', '', \n", " 'เห็นชอบ', 'เห็นชอบร้อยละ', 'ไม่เห็นชอบ', 'ไม่เห็นชอบร้อยละ', \n", " 'เห็นชอบ', 'เห็นชอบร้อยละ', 'ไม่เห็นชอบ', 'ไม่เห็นชอบร้อยละ',\n", " '', '']]\n", "\n", "tuples = list(zip(*arrays))\n", "columns = pd.MultiIndex.from_tuples(tuples)\n", "\n", "df.columns = columns\n", "df.columns = [' '.join(col).strip() for col in df.columns.values]\n", "columns = np.insert(df.columns.values, 1, 'Province')\n", "\n", "df = pd.merge(df, province_pair, 'inner', 'จังหวัด')\n", "df = df[columns]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Merge geo and referendum data" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "gdf = pd.merge(gdf, df, 'inner', on='Province')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Relationship between province and contract" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "temp = govSpendCntrct[['provnc','contrct_price']].groupby('provnc').sum()\n", "gdf = pd.merge(gdf, temp, 'inner', left_on='จังหวัด', right_index=True)\n", "map_df = pd.merge(gdf[['Province','geometry','จังหวัด','ผู้มีสิทธิออกเสียง']], temp, 'inner', left_on='จังหวัด', right_index=True)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Provincegeometryจังหวัดผู้มีสิทธิออกเสียงcontrct_price
0Mae Hong SonPOLYGON ((98.0859298100001 19.77316111200008, ...แม่ฮ่องสอน163096689,959,994.31
1ChumphonPOLYGON ((99.27257653168158 10.95801361753442,...ชุมพร3882031,195,840,440.56
2Nakhon Si ThammaratPOLYGON ((100.3424593341746 7.938784496738819,...นครศรีธรรมราช11817933,379,313,800.91
3PhuketPOLYGON ((98.4186304050001 7.903753973000079, ...ภูเก็ต2744071,765,732,253.70
4Phangnga(POLYGON ((98.53630618600008 8.115139065000108...พังงา197709845,571,125.58
\n", "
" ], "text/plain": [ " Province geometry \\\n", "0 Mae Hong Son POLYGON ((98.0859298100001 19.77316111200008, ... \n", "1 Chumphon POLYGON ((99.27257653168158 10.95801361753442,... \n", "2 Nakhon Si Thammarat POLYGON ((100.3424593341746 7.938784496738819,... \n", "3 Phuket POLYGON ((98.4186304050001 7.903753973000079, ... \n", "4 Phangnga (POLYGON ((98.53630618600008 8.115139065000108... \n", "\n", " จังหวัด ผู้มีสิทธิออกเสียง contrct_price \n", "0 แม่ฮ่องสอน 163096 689,959,994.31 \n", "1 ชุมพร 388203 1,195,840,440.56 \n", "2 นครศรีธรรมราช 1181793 3,379,313,800.91 \n", "3 ภูเก็ต 274407 1,765,732,253.70 \n", "4 พังงา 197709 845,571,125.58 " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "map_df.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot relationships between government spending and provinces" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# import a custom made functions to plot plotly maps\n", "from plotly_map_gen import *" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This is the format of your plot grid:\n", "[ (1,1) x1,y1 ] [ (1,2) x2,y2 ]\n", "\n" ] }, { "data": { "application/vnd.plotly.v1+json": { "data": [ { "hoverinfo": "none", "marker": { "color": [ 384397481.63000005, 68380310464.80981 ], "colorbar": { "len": 0.4, "thickness": 20, "ticktext": null, "tickvals": null, "title": "Thai Baht", "titleside": "top", "x": 0.33, "y": 0.25 }, "colorscale": [ [ 0, "hsl(19.0, 96.0%, 66.0%)" ], [ 0.2, "hsl(35.56565656565657, 97.61616161616162%, 74.48484848484848%)" ], [ 0.4, "hsl(52.13131313131313, 99.23232323232324%, 82.96969696969697%)" ], [ 0.6, "hsl(72.51515151515152, 89.39393939393939%, 83.60606060606061%)" ], [ 0.8, "hsl(96.35353535353535, 69.1919191919192%, 77.14141414141415%)" ], [ 1, "hsl(119.0, 50.0%, 71.0%)" ] ], "showscale": true, "size": 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' + \n", " '({} to {})'.format(start_date, end_date),\n", " xaxis1 = {'anchor': 'y1', 'domain': [0.15, 0.44]},\n", " xaxis2 = {'anchor': 'y2', 'domain': [0.56, 0.85]}\n", " )\n", "\n", "fig['layout']['annotations'][0]['x'] = 0.29\n", "fig['layout']['annotations'][1]['x'] = 0.72\n", "\n", "py.iplot(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot relationships between government spending per eligible voter and provinces" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "map_df['contrct_price_per_eligible_voter'] = map_df['contrct_price']/map_df['ผู้มีสิทธิออกเสียง']" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Provincegeometryจังหวัดผู้มีสิทธิออกเสียงcontrct_pricecontrct_price_per_eligible_voter
0Mae Hong SonPOLYGON ((98.0859298100001 19.77316111200008, ...แม่ฮ่องสอน163096689,959,994.314,230.39
1ChumphonPOLYGON ((99.27257653168158 10.95801361753442,...ชุมพร3882031,195,840,440.563,080.45
2Nakhon Si ThammaratPOLYGON ((100.3424593341746 7.938784496738819,...นครศรีธรรมราช11817933,379,313,800.912,859.48
3PhuketPOLYGON ((98.4186304050001 7.903753973000079, ...ภูเก็ต2744071,765,732,253.706,434.72
4Phangnga(POLYGON ((98.53630618600008 8.115139065000108...พังงา197709845,571,125.584,276.85
\n", "
" ], "text/plain": [ " Province geometry \\\n", "0 Mae Hong Son POLYGON ((98.0859298100001 19.77316111200008, ... \n", "1 Chumphon POLYGON ((99.27257653168158 10.95801361753442,... \n", "2 Nakhon Si Thammarat POLYGON ((100.3424593341746 7.938784496738819,... \n", "3 Phuket POLYGON ((98.4186304050001 7.903753973000079, ... \n", "4 Phangnga (POLYGON ((98.53630618600008 8.115139065000108... \n", "\n", " จังหวัด ผู้มีสิทธิออกเสียง contrct_price \\\n", "0 แม่ฮ่องสอน 163096 689,959,994.31 \n", "1 ชุมพร 388203 1,195,840,440.56 \n", "2 นครศรีธรรมราช 1181793 3,379,313,800.91 \n", "3 ภูเก็ต 274407 1,765,732,253.70 \n", "4 พังงา 197709 845,571,125.58 \n", "\n", " contrct_price_per_eligible_voter \n", "0 4,230.39 \n", "1 3,080.45 \n", "2 2,859.48 \n", "3 6,434.72 \n", "4 4,276.85 " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "map_df.head(5)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", 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3.65k", "type": "scatter", "x": [ 101.35262627882798 ], "xaxis": "x2", "y": [ 6.730514088681136 ], "yaxis": "y2" }, { "fill": "toself", "fillcolor": "hsl(20.656565656565657, 96.16161616161617%, 66.84848484848484%)", "hoverinfo": "none", "line": { "color": "black", "width": 1 }, "mode": "lines", "name": "Name to display when showlegend=True", "showlegend": false, "type": "scatter", "x": [ 103.46994226100009, 103.87394860800003, 104.00003910300006, 104.20332887181513, 104.12468346626889, 104.11098921068356, 104.00567264197878, 104.01032352101367, 103.96872399301782, 103.90216474840435, 103.78609948080634, 103.76155317623812, 103.73953901631256, 103.63448082912697, 103.58637007012265, 103.50709842275398, 103.43568159442998, 103.358640322393, 103.31528945374527, 103.36030766366775, 103.30028338407095, 103.23398767100014, 103.30685144100005, 103.46994226100009 ], "xaxis": "x1", "y": [ 18.421977437000066, 18.283226217000077, 18.31844370500005, 18.018643666236045, 17.999986884387198, 17.865964056695816, 17.923273220083047, 17.801187648790943, 17.768295600561515, 17.87418061004712, 17.847593085452473, 17.94456391049613, 17.91128428773962, 17.96520864486314, 18.042154853163964, 18.063652249152, 17.99003917117085, 18.042414371426133, 18.117444720697307, 18.219152528566354, 18.235825940414855, 18.35577992800009, 18.425672303000084, 18.421977437000066 ], "yaxis": "y1" }, { "fill": "toself", "fillcolor": "hsl(27.282828282828284, 96.8080808080808%, 70.24242424242425%)", "hoverinfo": "none", "line": { "color": "black", "width": 1 }, "mode": "lines", "name": "Name to display when showlegend=True", "showlegend": false, "type": "scatter", "x": [ 103.46994226100009, 103.87394860800003, 104.00003910300006, 104.20332887181513, 104.12468346626889, 104.11098921068356, 104.00567264197878, 104.01032352101367, 103.96872399301782, 103.90216474840435, 103.78609948080634, 103.76155317623812, 103.73953901631256, 103.63448082912697, 103.58637007012265, 103.50709842275398, 103.43568159442998, 103.358640322393, 103.31528945374527, 103.36030766366775, 103.30028338407095, 103.23398767100014, 103.30685144100005, 103.46994226100009 ], "xaxis": "x2", "y": [ 18.421977437000066, 18.283226217000077, 18.31844370500005, 18.018643666236045, 17.999986884387198, 17.865964056695816, 17.923273220083047, 17.801187648790943, 17.768295600561515, 17.87418061004712, 17.847593085452473, 17.94456391049613, 17.91128428773962, 17.96520864486314, 18.042154853163964, 18.063652249152, 17.99003917117085, 18.042414371426133, 18.117444720697307, 18.219152528566354, 18.235825940414855, 18.35577992800009, 18.425672303000084, 18.421977437000066 ], "yaxis": "y2" }, { "hoverinfo": "text", "hoverlabel": { "bgcolor": "hsl(20.656565656565657, 96.16161616161617%, 86.84848484848484%)" }, "marker": { "color": "black", "size": 2 }, "name": "Bueng Kan", "showlegend": false, "text": "Bueng Kan:
2.14k", "type": "scatter", "x": [ 103.72096403414449 ], "xaxis": "x1", "y": [ 18.14601899678131 ], "yaxis": "y1" }, { "hoverinfo": "text", "hoverlabel": { "bgcolor": "hsl(27.282828282828284, 96.8080808080808%, 90.24242424242425%)" }, "marker": { "color": "black", "size": 2 }, "name": "Bueng Kan", "showlegend": false, "text": "Bueng Kan:
2.14k", "type": "scatter", "x": [ 103.72096403414449 ], "xaxis": "x2", "y": [ 18.14601899678131 ], "yaxis": "y2" } ], "layout": { "annotations": [ { "font": { "size": 16 }, "showarrow": false, "text": "Linear-scale", "x": 0.29, "xanchor": "center", "xref": "paper", "y": 1, "yanchor": "bottom", "yref": "paper" }, { "font": { "size": 16 }, "showarrow": false, "text": "Log-scale", "x": 0.72, "xanchor": "center", "xref": "paper", "y": 1, "yanchor": "bottom", "yref": "paper" } ], "height": 466, "hovermode": "closest", "title": "Sum government spending per eligible voter by province
(2017/08/16 to 2017/10/31)", "width": 700, "xaxis1": { "anchor": "y1", "domain": [ 0.15, 0.44 ] }, "xaxis2": { "anchor": "y2", "domain": [ 0.56, 0.85 ] }, "yaxis1": { "anchor": "x1", "domain": [ 0, 1 ] }, "yaxis2": { "anchor": "x2", "domain": [ 0, 1 ] } } }, "text/html": [ "
" ], "text/vnd.plotly.v1+html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# for Medium\n", "\n", "plot_data3 = []\n", "plot_data4 = []\n", "\n", "# column of interest \n", "dataCol = 'contrct_price_per_eligible_voter'\n", "\n", "# polygon simplification factor\n", "simplify_factor=0.03\n", "\n", "# set location of the colorbar\n", "cbar3_x = 0.33\n", "cbar3_y = 0.25\n", "cbar4_x = 0.74\n", "cbar4_y = 0.25\n", "\n", "#plot type -- 'linear' or 'log'\n", "cbar3_type = 'linear'\n", "cbar4_type = 'log'\n", "\n", "# set tick locations and texts on the colorbar\n", "cbar3_ticktext = ['2k','5k','10k'] if cbar1_type=='log' else None\n", "cbar3_tickvals = np.log10(np.array([2,5,10])*1e3) if cbar3_type=='log' else None\n", "cbar4_ticktext = ['2k','5k','10k'] if cbar2_type=='log' else None\n", "cbar4_tickvals = np.log10(np.array([2,5,10])*1e3) if cbar4_type=='log' else None\n", "\n", "\n", "gen_map(plot_data3, map_df, dataCol, simplify_factor, cbar3_x, cbar3_y, cbar3_type, \n", " cbar_tickvals=cbar3_tickvals, cbar_ticktext=cbar3_ticktext, colorbarname='Thai Baht')\n", "\n", "gen_map(plot_data4, map_df, dataCol, simplify_factor, cbar4_x, cbar4_y, cbar4_type, \n", " cbar_tickvals=cbar4_tickvals, cbar_ticktext=cbar4_ticktext, colorbarname='Thai Baht')\n", "\n", "##################\n", "\n", "fig = tools.make_subplots(rows=1, cols=2, specs=[[{}, {}]],\n", " subplot_titles=('Linear-scale', 'Log-scale'))\n", "\n", "for e1, e2 in zip(plot_data3,plot_data4):\n", " fig.append_trace(e1, 1, 1)\n", " fig.append_trace(e2, 1, 2)\n", "\n", "fig['layout'].update(hovermode = 'closest', height=466, width=700, \n", " title='Sum government spending per eligible voter by province
' + \n", " '({} to {})'.format(start_date, end_date),\n", " xaxis1 = {'anchor': 'y1', 'domain': [0.15, 0.44]},\n", " xaxis2 = {'anchor': 'y2', 'domain': [0.56, 0.85]}\n", " )\n", "\n", "fig['layout']['annotations'][0]['x'] = 0.29\n", "fig['layout']['annotations'][1]['x'] = 0.72\n", "\n", "py.iplot(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creating an opening plot -- combining different types of plots" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# re-create this placeholder plot with correct locations of text, labels, colorbar, etc.\n", "\n", "plot_data2 = []\n", "\n", "# column of interest \n", "dataCol = 'contrct_price'\n", "\n", "# polygon simplification factor\n", "simplify_factor=0.03\n", "\n", "# set location of the colorbar\n", "cbar2_x = 0.9\n", "cbar2_y = 0.25\n", "\n", "#plot type -- 'linear' or 'log'\n", "cbar1_type = 'linear'\n", "cbar2_type = 'log'\n", "\n", "# set tick locations and texts on the colorbar\n", "cbar2_ticktext = ['1B','5B','10B','50B'] if cbar2_type=='log' else None\n", "cbar2_tickvals = np.log10(np.array([1,2,10,50])*1e9) if cbar2_type=='log' else None\n", "\n", "gen_map(plot_data2, map_df, dataCol, simplify_factor, cbar2_x, cbar2_y, cbar2_type, \n", " cbar_tickvals=cbar2_tickvals, cbar_ticktext=cbar2_ticktext, colorbarname='Thai Baht')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This is the format of your plot grid:\n", "[ (1,1) x1,y1 ] [ (1,2) x2,y2 ]\n", "\n" ] }, { "data": { "application/vnd.plotly.v1+json": { "data": [ { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(0,50%,50%)", "size": 4 }, "name": "หน่วยงานอื่นของรัฐที่จัดตั้งโดยกฎหมายเฉพาะ", "opacity": 0.5, "pointpos": 0, "text": "หน่วยงานอื่นของรัฐที่จัดตั้งโดยกฎหมายเฉพาะ:
Mean=10578k
Q3=500k
median=224k
Q1=106k", "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 249075, 960000, 398810.4, 432000, 8767.58, 256000, 1168440, 126240, 12585.34, 242500.02, 385200, 7292260.08, 489600, 720000, 8625, 60993, 157932, 179225, 10000, 210790, 7263.16, 196800, 192000, 498426.33, 500000, 10140, 3299000, 216000, 11550000, 423360, 167280, 149800, 120960, 22630.5, 540000, 961092096, 8500, 280000, 244426, 559000, 733913, 8120, 640000, 111930, 98400, 279000, 129150, 11280000, 389480, 1850000, 383500, 2315908, 15000, 215712, 15900000, 78645, 132840, 11600, 420000, 274032, 110700, 500000, 0.37, 74900, 190000, 106800, 188880, 20000, 4379000, 5087.85, 3133000, 500000, 158424, 1445600, 111280, 132840, 15087, 500000, 132000, 389880, 1894970, 147600, 2149200, 870000, 207550, 20550, 6900000, 300000, 10700, 184992, 500000, 3787800, 127466, 5000, 2407500, 93000, 1610000, 11800, 4820350, 190038997.2 ], "yaxis": "y1" }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(0,50%,50%)" }, "name": "หน่วยงานอื่นของรัฐที่จัดตั้งโดยกฎหมายเฉพาะ", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 105600, 105600, 105600, 105600, 105600, 287708.8432327586, 500000, 500000, 500000, 500000, 500000 ], "yaxis": "y1" }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(24,50%,50%)", "size": 4 }, "name": "รัฐวิสาหกิจนอกตลาดหลักทรัพย์", "opacity": 0.5, "pointpos": 0, "text": "รัฐวิสาหกิจนอกตลาดหลักทรัพย์:
Mean=4316k
Q3=690k
median=270k
Q1=132k", "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 123638.5, 395723.45, 141240, 165000, 369394.82, 498941, 346107.55, 265000, 181044, 183546.32, 1455518, 6586920, 299600, 174000, 1056000, 367224, 362195, 312397.2, 11000000, 321000, 441855.97, 115835.85, 466092, 114755.24, 478664.5, 315650, 106828.8, 212479.53, 2010401.94, 168291.74, 324210, 138000, 10405, 260010, 1237.99, 35331.4, 174700, 140000, 1170000, 69550, 185110, 794000, 5419699.8, 196837.41, 939460, 229666.83, 734020, 127651, 189593.3, 25500, 483714.9, 1123500, 1065056.6, 3934000, 746325, 166713, 5326940.04, 152475, 229271.04, 473648.88, 136215.28, 6420000, 97295.1, 282480, 470800, 21956.4, 401250, 259098, 230224.35, 133536, 108000, 467123.48, 22587.7, 1231.14, 251450, 145097, 190, 3000, 113420, 196452, 16328.2, 1361.04, 309440.79, 68337.5, 193500, 223565.8, 192386, 195810, 189390, 642000, 7880000, 15000, 22629844.74, 129000, 13696, 18000, 9630, 2128.23, 511481.4, 98782.4 ], "yaxis": "y1" }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(24,50%,50%)" }, "name": "รัฐวิสาหกิจนอกตลาดหลักทรัพย์", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 131819.97, 131819.97, 131819.97, 131819.97, 131819.97, 355227.88821037073, 690000, 690000, 690000, 690000, 690000 ], "yaxis": "y1" }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(48,50%,50%)", "size": 4 }, "name": "องค์การมหาชน", "opacity": 0.5, "pointpos": 0, "text": "องค์การมหาชน:
Mean=1627k
Q3=444k
median=209k
Q1=128k", "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 314580, 155150, 196880, 1658000, 87260.64, 216000, 213300, 284384.6, 42960.5, 2110040, 240000, 498000, 3060000, 96745.39, 30816, 306000, 138981.3, 120000, 6780, 225000, 1860000, 500000, 995100, 642000, 94000, 240000, 37000, 288000, 108600, 272000, 143862.35, 168000, 178500, 2475000, 2300000, 166577.6, 189300, 32908, 1123500, 41001.5, 1000000, 180000, 49429.04, 2000000, 2300000, 1043250, 145520, 163710, 691920, 192600, 9549.75, 162747, 337050, 119840, 324000, 43014, 205440, 70000, 167572.7, 182328, 300000, 400000, 185500, 26550, 33729.8, 150000, 190000, 551371, 693000, 120000, 960000, 107799.08, 15800000, 1942585, 600000, 149000, 792228, 900000, 3600000, 198000, 187250, 8359, 100000, 101452, 190000, 168000, 1000000, 186813.97, 2650000, 4280, 148800, 25830, 198000, 444000, 40749, 189300, 256800, 157290, 764280, 127330 ], "yaxis": "y1" }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(48,50%,50%)" }, "name": "องค์การมหาชน", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 128400, 128400, 128400, 128400, 128400, 258523.94706758307, 444000, 444000, 444000, 444000, 444000 ], "yaxis": "y1" }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(72,50%,50%)", "size": 4 }, "name": "องค์การบริหารส่วนจังหวัด", "opacity": 0.5, "pointpos": 0, "text": "องค์การบริหารส่วนจังหวัด:
Mean=685k
Q3=484k
median=81k
Q1=23k", "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 99000, 138000, 1406616, 218158.8, 13500, 2369000, 37750, 99375, 7000, 1930000, 283200, 7270, 30000, 490300, 490100, 494000, 31222, 8400, 7585, 70000, 15900, 144000, 51349, 10180, 491600, 47939, 482000, 495100, 480000, 50000, 2788000, 80250, 43650, 291363, 8400, 44000, 33500, 486000, 98000, 442274, 99500, 196000, 45000, 25500, 3160, 28141, 137454, 198500, 86500, 99500, 99049.9, 30000, 4050, 51600, 1045000, 184400, 11400, 490000, 12020, 21500, 374000, 346400, 1180000, 7800, 17903, 384000, 14340000, 36820, 9834, 498000, 483000, 32902, 235400, 45520, 43627, 5000, 480000, 396000, 7300, 2527000, 1860000, 377200, 94695, 2568, 69978, 20019, 18000, 94000, 7729, 495500, 7000, 7845000, 1797000, 60000, 50000, 3691000, 9198100, 31554.3, 12612.09, 23390 ], "yaxis": "y1" }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(72,50%,50%)" }, "name": "องค์การบริหารส่วนจังหวัด", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 22510, 22510, 22510, 22510, 22510, 196506.73576034236, 484400, 484400, 484400, 484400, 484400 ], "yaxis": "y1" }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(96,50%,50%)", "size": 4 }, "name": "ท้องถิ่นรูปแบบพิเศษ", "opacity": 0.5, "pointpos": 0, "text": "ท้องถิ่นรูปแบบพิเศษ:
Mean=641k
Q3=456k
median=99k
Q1=30k", "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 22901420, 180000, 13200, 83000, 468595.8, 458400, 156480, 3990000, 150000, 461277, 95000, 561000, 34459, 492989, 173760, 200000, 523230, 11760, 180000, 1801380, 12600, 25598500, 129800, 330000, 310000, 144000, 148000, 455884.2, 13800, 55697, 55273.96, 20360, 119840, 83400, 95230, 93300, 6420, 142000, 28797, 447520, 45774, 27103.1, 874500, 167348, 142362.57, 8560, 20330, 121305, 21239.5, 461277, 46010, 7260, 461277, 188400, 7490, 90000, 497800, 455884.2, 57780, 140050, 37450, 233153, 80000, 63100, 1878900, 25000, 113200, 66000, 163800, 176978, 481500, 350300, 11400, 5992, 12108, 97633, 498900, 30442, 76006, 7920, 7800, 920000, 215800, 10410, 268680, 52000, 1330000, 206242.5, 499440, 171200, 492894, 65300, 169380, 12000, 79822, 62542, 378361, 19000, 39993, 29371.5 ], "yaxis": "y1" }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(96,50%,50%)" }, "name": "ท้องถิ่นรูปแบบพิเศษ", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 29982.5, 29982.5, 29982.5, 29982.5, 29982.5, 197238.1876282051, 455884.2, 455884.2, 455884.2, 455884.2, 455884.2 ], "yaxis": "y1" }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(120,50%,50%)", "size": 4 }, "name": "หน่วยงานของรัฐที่ไม่สังกัดสำนักนายกรัฐมนตรี กระทรวงหรือทบวง", "opacity": 0.5, "pointpos": 0, "text": "หน่วยงานของรัฐที่ไม่สังกัดสำนักนายกรัฐมนตรี กระทรวงหรือทบวง:
Mean=567k
Q3=102k
median=40k
Q1=15k", "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 5500, 21500000, 69320, 12000, 99986.15, 7490, 10000, 90000, 12000, 3038750, 192059.97, 6720, 35710, 98000, 76494, 15920, 8751.21, 64500, 16500, 14361.6, 154561.5, 104860, 18690, 373740, 522000, 87674.34, 100000, 99927, 15496, 500000, 8250, 135383, 40000, 8386, 72000, 66000, 14200, 27500, 62841.1, 75914.9, 105028, 18712.88, 100000, 16050, 18703.21, 7300, 250000, 178800, 199389.49, 10900, 541200, 45571, 13500, 55000, 5600, 26400, 3642.69, 15000, 353376, 40000, 17980, 332000, 52337.6, 165000, 250000, 16542.2, 72000, 110531, 40783.05, 16290.75, 9660, 99750, 57339, 459704.1, 190788.49, 12500, 41831.65, 18340, 98095, 350000, 499882.6, 75391.37, 1725900, 106800, 9500, 54000, 5992, 99999, 99999, 276000, 74686, 519500, 19980, 99300, 72000, 500000, 46400, 83510, 39984.84, 16135.6 ], "yaxis": "y1" }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(120,50%,50%)" }, "name": "หน่วยงานของรัฐที่ไม่สังกัดสำนักนายกรัฐมนตรี กระทรวงหรือทบวง", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 14572.165, 14572.165, 14572.165, 14572.165, 14572.165, 53459.469605031576, 102000, 102000, 102000, 102000, 102000 ], "yaxis": "y1" }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(144,50%,50%)", "size": 4 }, "name": "ส่วนราชการทั่วไป", "opacity": 0.5, "pointpos": 0, "text": "ส่วนราชการทั่วไป:
Mean=547k
Q3=95k
median=28k
Q1=12k", "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 152079.5, 12020, 2999000, 53700, 3531000, 89525, 11300, 144000, 18490, 10765.27, 46300, 1865900, 45008.48, 40000, 10000, 480000, 14700, 14000, 17680, 21820, 36000, 14970, 397000, 21000, 63000, 22000, 41500, 28890, 60000, 1464300, 25000, 100000, 260000, 225000, 124309, 7851000, 14400, 4450, 25950, 14309, 6000, 6000, 68800, 164400, 21000, 25995.65, 64500, 66000, 10000, 20000, 140360, 498950, 6100, 249000, 68400, 46280, 6500, 49000, 5600, 600, 15000, 1688400, 28600, 28948.85, 1989504, 99510, 182187.83, 15000, 65970, 26750, 5300, 6600, 50000, 159700, 46000, 148900, 20000, 99950, 32100, 49229, 21000, 15120, 8220, 2580, 46610, 11522.83, 10000, 75600, 28000, 360000, 8985, 10750000, 9920, 65190, 90000, 104950, 127550, 9000, 20000, 45000 ], "yaxis": "y1" }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(144,50%,50%)" }, "name": "ส่วนราชการทั่วไป", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 11672.5, 11672.5, 11672.5, 11672.5, 11672.5, 44469.269096930446, 95000, 95000, 95000, 95000, 95000 ], "yaxis": "y1" }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(168,50%,50%)", "size": 4 }, "name": "เทศบาลนคร", "opacity": 0.5, "pointpos": 0, "text": "เทศบาลนคร:
Mean=444k
Q3=178k
median=48k
Q1=16k", "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 188000, 9000, 80400, 120000, 99750, 890000, 1437480, 16280, 179520, 495000, 5300, 6500, 97637.5, 8078.5, 484500, 48150, 75000, 123200, 31276.1, 72840, 236898, 44259, 18920, 26857, 82000, 19500, 11449, 57996, 37500, 48000, 108000, 13378, 7000, 15530, 19474, 72960, 18000, 36000, 50000, 14880, 75000, 206000, 200000, 110400, 11556, 23005, 108000, 65645, 15000, 15900, 52071.55, 10780210, 9280.11, 456000, 6200, 381000, 39990, 42051, 40000, 64735, 7746.8, 108000, 180000, 493000, 48000, 28241, 2984000, 25700, 8134.4, 494000, 1000, 145000, 54000, 5400, 181900, 38808, 45000, 166055, 491700, 23112, 108000, 91154.92, 13260, 494700, 99734.7, 19095, 24000, 27250, 8400, 79250, 7800, 488000, 66447, 73838, 120000, 8934.5, 108000, 46920, 54000, 14560 ], "yaxis": "y1" }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(168,50%,50%)" }, "name": "เทศบาลนคร", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 16247.5, 16247.5, 16247.5, 16247.5, 16247.5, 78064.55100672143, 177761.65, 177761.65, 177761.65, 177761.65, 177761.65 ], "yaxis": "y1" }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(192,50%,50%)", "size": 4 }, "name": "องค์กรอิสระตามรัฐธรรมนูญ", "opacity": 0.5, "pointpos": 0, "text": "องค์กรอิสระตามรัฐธรรมนูญ:
Mean=353k
Q3=228k
median=108k
Q1=22k", "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 3531, 148500, 127000, 50000, 7200, 902400, 604220, 308802, 1489000, 317073.1, 168000, 15000, 107590, 178330, 498620, 17000, 998760, 490000, 107700, 500000, 2120000, 108000, 934092, 371000, 117800, 0.28, 9362.5, 128186, 86135, 819072, 20000, 8881, 7500, 10800, 743200, 299493, 5142.42, 19938.38, 126400, 20223, 14552, 29620, 16500, 137258, 261000, 1051250, 14541.3, 107400, 157500, 3386880, 68950, 239400, 216000, 1258000, 49966.86, 108000, 342000, 24000, 114000, 239400, 9800, 9000, 19450, 35700, 759000, 309200, 10000, 75000, 1589000, 28890, 18720, 100000, 57760, 848316, 6285, 108000, 91400, 239400, 8988, 8881, 108000, 69550, 21721, 14500, 133100, 108000, 19581, 919000, 477000, 8461.56, 1589000, 154366.76, 2288990, 222560, 536177, 0.43, 100000, 195800, 1023000, 97800 ], "yaxis": "y1" }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(192,50%,50%)" }, "name": "องค์กรอิสระตามรัฐธรรมนูญ", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 21705.25, 21705.25, 21705.25, 21705.25, 21705.25, 117053.76784289278, 228000, 228000, 228000, 228000, 228000 ], "yaxis": "y1" }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(216,50%,50%)", "size": 4 }, "name": "รัฐวิสาหกิจในตลาดหลักทรัพย์", "opacity": 0.5, "pointpos": 0, "text": "รัฐวิสาหกิจในตลาดหลักทรัพย์:
Mean=279k
Q3=277k
median=125k
Q1=28k", "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 10291.26, 96150, 11840, 796080, 15700, 10200, 192784.52, 200000, 423720, 320932, 483040, 178064.52, 459010, 8988, 41800, 133568.1, 88400, 163800, 1599757, 111708, 19886, 170355, 178548.39, 499440, 16500, 314901, 27565, 120000, 35192, 141976.77, 756032.2, 35631, 405530, 102800, 134820, 12080, 90300, 194880, 292280, 4500, 95680, 192784.52, 296480, 18720, 66072, 70000, 898000, 52002, 25100, 152796, 260000, 324356, 15000, 129452, 270000, 489998, 12000, 156000, 19046, 469450, 480340, 12572.5, 12160, 1351321, 142362.57, 473475, 208500, 99250, 493045.3, 194880, 53520, 23433, 238075, 138253, 5780, 20000, 5780, 229836, 2032351.74, 4922000, 200000, 24860, 26215, 397116, 275000, 103220, 46280, 238000, 310000, 12000, 247500, 269772, 19283, 449400, 1600, 819000, 9260, 51900, 26480, 19370 ], "yaxis": "y1" }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(216,50%,50%)" }, "name": "รัฐวิสาหกิจในตลาดหลักทรัพย์", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 27565, 27565, 27565, 27565, 27565, 140707.9292, 277378.25, 277378.25, 277378.25, 277378.25, 277378.25 ], "yaxis": "y1" }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(240,50%,50%)", "size": 4 }, "name": "เทศบาลเมือง", "opacity": 0.5, "pointpos": 0, "text": "เทศบาลเมือง:
Mean=246k
Q3=95k
median=29k
Q1=11k", "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 109500, 24000, 6075, 40550, 10000, 72300.6, 20758, 7586.3, 40000, 32600, 14830, 18480, 108000, 76000, 32195, 345000, 1589296.28, 12000, 488112.6, 32850, 44400, 14000, 14700, 7645, 1500, 5000, 13400, 60300, 1098631.8, 56240, 1300000, 30500, 39790, 29792.01, 547000, 10000, 79922, 6250, 34920, 23560, 7150, 54600, 5900, 14000.01, 9200, 24556.5, 7500, 108000, 658, 79500, 5856.02, 42000, 5243, 12000, 18480, 45000, 39000, 18481, 16098.15, 50000, 20000, 5000, 17230, 20000, 6260, 108000, 95000, 21000, 112240, 148000, 18707.88, 1429808.8, 5413.13, 5000, 4870, 10876, 1064.65, 9244.8, 65000, 30000, 44000, 24475, 108000, 6000, 55500, 43004.38, 3380000, 13749.5, 29700, 11941.2, 23917, 35000, 16000, 90000, 20520, 35150, 997000, 3520, 6750, 14845 ], "yaxis": "y1" }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(240,50%,50%)" }, "name": "เทศบาลเมือง", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 10900, 10900, 10900, 10900, 10900, 44311.34642883797, 95000, 95000, 95000, 95000, 95000 ], "yaxis": "y1" }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(264,50%,50%)", "size": 4 }, "name": "เทศบาลตำบล", "opacity": 0.5, "pointpos": 0, "text": "เทศบาลตำบล:
Mean=119k
Q3=81k
median=24k
Q1=10k", "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 96000, 7500, 86400, 36000, 31600, 279000, 40000, 7062, 1420000, 54000, 79930, 8960, 52500, 32000, 590133.55, 73000, 300000, 7800, 9170, 199000, 6750, 7000, 7400, 28000, 19405.6, 84000, 25500, 44400, 14905, 6200, 120000, 22000, 1500, 32000, 8500, 1205000, 43020, 5155, 38500, 8178.15, 90000, 9000, 194000, 392000, 98500, 20635, 10000, 66000, 22977, 498000, 252500, 6400, 45210, 30000, 11750, 595000, 450, 61776, 327000, 86580, 15000, 320000, 123000, 84737.52, 2750, 498000, 6250, 108000, 47236.5, 7700, 16720, 11500, 84800, 340000, 23099, 12506.8, 214000, 11181.5, 210000, 9095, 44710, 108000, 11000, 54500, 404354, 5000, 18980, 18000, 83834.5, 20000, 49500, 54517.57, 402000, 60000, 36000, 9000, 7000, 2000, 36000, 10200 ], "yaxis": "y1" }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(264,50%,50%)" }, "name": "เทศบาลตำบล", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 9900, 9900, 9900, 9900, 9900, 37698.726269762905, 80913.12, 80913.12, 80913.12, 80913.12, 80913.12 ], "yaxis": "y1" }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(288,50%,50%)", "size": 4 }, "name": "ส่วนราชการประเภทสถานศึกษา", "opacity": 0.5, "pointpos": 0, "text": "ส่วนราชการประเภทสถานศึกษา:
Mean=117k
Q3=50k
median=20k
Q1=10k", "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 499904, 489500, 12264, 31950, 34800, 37000, 85000, 13250, 21850, 6680, 26575, 20000, 20000, 100000, 30000, 30000, 68200, 32528, 13000, 16000, 38276, 33790, 60000, 15500, 25420, 42500, 38360, 49594.5, 8858, 40000, 20000, 72000, 5530, 10400, 73500, 16720, 5000, 10000, 10600, 6000, 104000, 16830, 22500, 15500, 9500, 9057, 5395, 495000, 6963.56, 19233, 12848, 23850, 285400, 2973, 8170, 117432.5, 14811, 25000, 99250, 19780, 18700, 4000, 129147, 438000, 26025, 10730, 5000, 25000, 7811, 916001.32, 9570, 9999.15, 71600, 7021, 6750, 18950, 8075, 125000, 195278, 28800, 16500, 14000, 10795, 8500, 12347.8, 11910, 237000, 30000, 11500, 93995, 9998, 92000, 20000, 5500, 10000, 5885, 9833, 30000, 2000, 1470000 ], "yaxis": "y1" }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(288,50%,50%)" }, "name": "ส่วนราชการประเภทสถานศึกษา", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 10000, 10000, 10000, 10000, 10000, 26708.09200479605, 50000, 50000, 50000, 50000, 50000 ], "yaxis": "y1" }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(312,50%,50%)", "size": 4 }, "name": "องค์การบริหารส่วนตำบล", "opacity": 0.5, "pointpos": 0, "text": "องค์การบริหารส่วนตำบล:
Mean=114k
Q3=92k
median=26k
Q1=10k", "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 165697.98, 13340, 15200, 45300, 13559, 192771.3, 15000, 14300, 329500, 30000, 38000, 372700, 135000, 20000, 55640, 106000, 26400, 5000, 207000, 149000, 6000, 42000, 943000, 700, 59000, 7000, 6079.92, 108000, 186900, 16850, 39000, 167000, 100000, 8717.1, 6600, 36500, 327800, 38280, 99400, 195000, 18690, 5000, 6750, 254000, 49800, 88004, 191000, 19500, 19280, 33000, 119000, 37236, 5700, 5400, 174000, 14430, 30926, 24000, 22000, 32700, 12815, 12000, 6096, 7548, 25800, 98000, 22900, 348000, 95000, 33600, 25576, 30000, 7800, 18000, 121000, 8640, 36116, 42500, 78000, 1606000, 21080, 9980, 27000, 32975, 464000, 6438, 35700, 11550, 15000, 10000, 36000, 96000, 45700, 9300, 17500, 59830, 35500, 81600, 90000, 19000 ], "yaxis": "y1" }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(312,50%,50%)" }, "name": "องค์การบริหารส่วนตำบล", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 10000, 10000, 10000, 10000, 10000, 42229.30976525302, 92000, 92000, 92000, 92000, 92000 ], "yaxis": "y1" }, { "boxpoints": "all", "fillcolor": "rgba(0,0,0,0)", "hoverinfo": "text", "jitter": 1, "line": { "color": "rgba(0,0,0,0)" }, "marker": { "color": "hsl(336,50%,50%)", "size": 4 }, "name": "ส่วนราชการประเภทสถานพยาบาล", "opacity": 0.5, "pointpos": 0, "text": "ส่วนราชการประเภทสถานพยาบาล:
Mean=108k
Q3=68k
median=26k
Q1=11k", "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 29700, 15750, 2880000, 97584, 13717.4, 10233, 87633, 180000, 34874, 10400, 35100, 22587.7, 1535280, 334000, 98552.35, 86000, 34040, 33598, 55025, 92815.94, 6592, 42750, 4150, 14815.2, 51360, 51000, 38000, 24630, 28500, 8025, 117443.2, 48680, 48150, 58500, 93600, 17365, 17655, 49400, 21700, 11550, 14455.7, 29800, 749000, 17280, 69550, 9950, 6250, 11400, 88596, 208000, 69550, 95337, 46224, 13400, 14400, 20050, 10914, 2996000, 315000, 65034.6, 43977, 31200, 44000, 41001.6, 14124, 9200, 35000, 14450, 50000, 5800, 15750, 492702.9, 32000, 147018, 19300, 6900, 21590, 34376, 37000, 15200, 17600, 23700, 6800, 199200, 24000, 99224.55, 46000, 6553, 14550, 29189.6, 48000, 2000, 96300, 38520, 5400, 60360, 11250, 22840, 83888, 34769.65 ], "yaxis": "y1" }, { "boxpoints": false, "hoverinfo": "none", "line": { "color": "hsl(336,50%,50%)" }, "name": "ส่วนราชการประเภทสถานพยาบาล", "opacity": 0.7, "type": "box", "whiskerwidth": 0.2, "xaxis": "x1", "y": [ 11000, 11000, 11000, 11000, 11000, 34618.49217655442, 67650, 67650, 67650, 67650, 67650 ], "yaxis": "y1" }, { "hoverinfo": "none", "marker": { "color": [ "hsl(0,50%,50%)", "hsl(24,50%,50%)", "hsl(48,50%,50%)", "hsl(72,50%,50%)", "hsl(96,50%,50%)", "hsl(120,50%,50%)", "hsl(144,50%,50%)", "hsl(168,50%,50%)", "hsl(192,50%,50%)", "hsl(216,50%,50%)", "hsl(240,50%,50%)", "hsl(264,50%,50%)", "hsl(288,50%,50%)", "hsl(312,50%,50%)", "hsl(336,50%,50%)" ], "line": { "color": [ "hsl(0,100%,20%)", "hsl(24,100%,20%)", "hsl(48,100%,20%)", "hsl(72,100%,20%)", "hsl(96,100%,20%)", "hsl(120,100%,20%)", "hsl(144,100%,20%)", "hsl(168,100%,20%)", "hsl(192,100%,20%)", "hsl(216,100%,20%)", "hsl(240,100%,20%)", "hsl(264,100%,20%)", "hsl(288,100%,20%)", "hsl(312,100%,20%)", "hsl(336,100%,20%)" ], "width": 1.5 } }, "name": "average", "opacity": 0.2, "text": [ "หน่วยงานอื่นของรัฐที่จัดตั้งโดยกฎหมายเฉพาะ:
Mean=10578k
Q3=500k
median=224k
Q1=106k", "รัฐวิสาหกิจนอกตลาดหลักทรัพย์:
Mean=4316k
Q3=690k
median=270k
Q1=132k", "องค์การมหาชน:
Mean=1627k
Q3=444k
median=209k
Q1=128k", "องค์การบริหารส่วนจังหวัด:
Mean=685k
Q3=484k
median=81k
Q1=23k", "ท้องถิ่นรูปแบบพิเศษ:
Mean=641k
Q3=456k
median=99k
Q1=30k", "หน่วยงานของรัฐที่ไม่สังกัดสำนักนายกรัฐมนตรี กระทรวงหรือทบวง:
Mean=567k
Q3=102k
median=40k
Q1=15k", "ส่วนราชการทั่วไป:
Mean=547k
Q3=95k
median=28k
Q1=12k", "เทศบาลนคร:
Mean=444k
Q3=178k
median=48k
Q1=16k", "องค์กรอิสระตามรัฐธรรมนูญ:
Mean=353k
Q3=228k
median=108k
Q1=22k", "รัฐวิสาหกิจในตลาดหลักทรัพย์:
Mean=279k
Q3=277k
median=125k
Q1=28k", "เทศบาลเมือง:
Mean=246k
Q3=95k
median=29k
Q1=11k", "เทศบาลตำบล:
Mean=119k
Q3=81k
median=24k
Q1=10k", "ส่วนราชการประเภทสถานศึกษา:
Mean=117k
Q3=50k
median=20k
Q1=10k", "องค์การบริหารส่วนตำบล:
Mean=114k
Q3=92k
median=26k
Q1=10k", "ส่วนราชการประเภทสถานพยาบาล:
Mean=108k
Q3=68k
median=26k
Q1=11k" ], "type": "bar", "x": [ "หน่วยงานอื่นของรัฐที่จัดตั้งโดยกฎหมายเฉพาะ", "รัฐวิสาหกิจนอกตลาดหลักทรัพย์", "องค์การมหาชน", "องค์การบริหารส่วนจังหวัด", "ท้องถิ่นรูปแบบพิเศษ", "หน่วยงานของรัฐที่ไม่สังกัดสำนักนายกรัฐมนตรี กระทรวงหรือทบวง", "ส่วนราชการทั่วไป", "เทศบาลนคร", "องค์กรอิสระตามรัฐธรรมนูญ", "รัฐวิสาหกิจในตลาดหลักทรัพย์", "เทศบาลเมือง", "เทศบาลตำบล", "ส่วนราชการประเภทสถานศึกษา", "องค์การบริหารส่วนตำบล", "ส่วนราชการประเภทสถานพยาบาล" ], "xaxis": "x1", "y": [ 10578239.896336203, 4315591.971710806, 1627032.4578694159, 684648.0166419401, 641261.2572954823, 566701.1487928346, 547169.6623162369, 443601.1287572812, 352614.29239401495, 278913.5476, 246495.86686170555, 118585.84677964308, 116724.72889568596, 113690.61005148327, 107745.72828028763 ], "yaxis": "y1" }, { "hoverinfo": "none", "marker": { "color": [ 8.584780533736941, 10.834931068277593 ], "colorbar": { "len": 0.4, "thickness": 20, "ticktext": [ "1B", "5B", "10B", "50B" ], "tickvals": [ 9, 9.301029995663981, 10, 10.698970004336019 ], "title": "Thai Baht", "titleside": "top", "x": 0.9, "y": 0.25 }, "colorscale": [ [ 0, "hsl(19.0, 96.0%, 66.0%)" ], [ 0.2, "hsl(35.56565656565657, 97.61616161616162%, 74.48484848484848%)" ], [ 0.4, "hsl(52.13131313131313, 99.23232323232324%, 82.96969696969697%)" ], [ 0.6, "hsl(72.51515151515152, 89.39393939393939%, 83.60606060606061%)" ], [ 0.8, "hsl(96.35353535353535, 69.1919191919192%, 77.14141414141415%)" ], [ 1, "hsl(119.0, 50.0%, 71.0%)" ] ], "showscale": true, "size": 0.1 }, "mode": "markers", "showlegend": false, "type": "scatter", "x": [ 98.02683235692132 ], "xaxis": "x2", "y": [ 18.754914054078583 ], "yaxis": "y2" }, { "fill": "toself", "fillcolor": "hsl(27.282828282828284, 96.8080808080808%, 70.24242424242425%)", "hoverinfo": "none", "line": { "color": "black", "width": 1 }, "mode": "lines", "name": "Name to display when showlegend=True", "showlegend": false, "type": "scatter", "x": [ 98.0859298100001, 98.23754846200006, 98.47780068602651, 98.6072424661669, 98.58889733334524, 98.65499148996525, 98.61623416497474, 98.45758751834927, 98.33656131425329, 98.20778364479935, 98.11967532825378, 98.09993492965322, 98.11548953721234, 98.20948896714214, 98.10008996018348, 98.12727176308135, 98.08365685438037, 98.24023644435641, 98.23351850777289, 98.30260989792845, 97.90799443014942, 97.67613570200012, 97.7540637620001, 97.61794803900011, 97.63758508300009, 97.57381636600013, 97.5283411050001, 97.48648319500012, 97.35140100100011, 97.42746871000008, 97.50953088400007, 97.74569218000005, 97.72336796100006, 97.65784224500004, 97.81080448500012, 97.76708622200005, 97.84212040300014, 97.84863163300008, 98.00831180900008, 98.02453820800008, 98.0859298100001 ], "xaxis": "x2", "y": [ 19.773161112000082, 19.664692281000043, 19.705629272236536, 19.48258372635783, 19.203970241933092, 19.101030789139628, 19.04279144886624, 19.007263902307244, 19.034884954776828, 19.164101873802423, 19.086509711254166, 18.63710561822964, 18.53979889640192, 18.451587226169522, 18.348544419689176, 18.096595974224897, 18.014818019735827, 17.839583238575585, 17.728711453270932, 17.69589691850797, 17.55486551401617, 17.83033396400012, 17.96903350800011, 18.24167836500007, 18.306325582000056, 18.33309397400012, 18.26532033300009, 18.292140401000097, 18.551168519000072, 18.48951853500003, 18.491275533000106, 18.571063945000077, 18.851977030000114, 18.925719299000036, 19.112219543, 19.397525126000033, 19.479380595000066, 19.567643942000046, 19.639112447000088, 19.80297841400011, 19.773161112000082 ], "yaxis": "y2" }, { "hoverinfo": "text", "hoverlabel": { "bgcolor": "hsl(27.282828282828284, 96.8080808080808%, 90.24242424242425%)" }, "marker": { "color": "black", "size": 2 }, "name": "Mae Hong Son", "showlegend": false, "text": "Mae Hong Son:
0.69B", "type": "scatter", "x": [ 98.02683235692132 ], "xaxis": "x2", "y": [ 18.754914054078583 ], "yaxis": "y2" }, { "fill": "toself", "fillcolor": "hsl(35.56565656565657, 97.61616161616162%, 74.48484848484848%)", "hoverinfo": "none", "line": { "color": "black", "width": 1 }, "mode": "lines", "name": "Name to display when showlegend=True", "showlegend": false, "type": "scatter", "x": [ 99.27257653168158, 99.5034274809268, 99.5153100920001, 99.44320722700007, 99.37435957100013, 99.24463951900003, 99.28500410200007, 99.15162194100009, 99.16895592500003, 99.25464928500003, 99.15162194100009, 99.17212975400014, 99.03098921058358, 98.79033206637177, 98.74981774309435, 98.66057254408759, 98.64103885286073, 98.90329674674746, 98.93802330942816, 98.8936332543712, 98.9527510928886, 98.90345177637835, 98.97574710474504, 98.87919148784852, 98.9744543870001, 98.99233443300005, 99.05506962100009, 99.1409461171848, 99.27257653168158 ], "xaxis": "x2", "y": [ 10.95801361753442, 10.997053639000939, 10.881537177000041, 10.87034739800012, 10.681382554000066, 10.535142320000105, 10.364488023000092, 10.357367255000057, 10.28774648600006, 10.234442450000088, 10.103461005000014, 9.850246486000103, 9.73222280473864, 9.687005927381605, 9.601171373060424, 9.661787828345595, 9.786069648395568, 10.017270005806097, 10.10873729109312, 10.207671820897787, 10.352830919311543, 10.455951239258269, 10.6026606312831, 10.788202778967644, 10.824198303000102, 10.947963359000127, 10.945250346000094, 11.039409960950493, 10.95801361753442 ], "yaxis": "y2" }, { "hoverinfo": "text", "hoverlabel": { "bgcolor": "hsl(35.56565656565657, 97.61616161616162%, 94.48484848484848%)" }, "marker": { "color": "black", "size": 2 }, "name": "Chumphon", "showlegend": false, "text": "Chumphon:
1.20B", "type": "scatter", "x": [ 99.06978611157116 ], "xaxis": "x2", "y": [ 10.366574626302134 ], "yaxis": "y2" }, { "fill": "toself", "fillcolor": "hsl(52.13131313131313, 99.23232323232324%, 82.96969696969697%)", "hoverinfo": "none", "line": { "color": "black", "width": 1 }, "mode": "lines", "name": "Name to display when showlegend=True", "showlegend": false, "type": "scatter", "x": [ 100.34245933417458, 100.15520999614444, 100.12963016190241, 99.95940799408368, 99.74433068231508, 99.7276908709369, 99.60899010590862, 99.51075320809406, 99.32564822808325, 99.28668419841699, 99.31603641165111, 99.24079552569293, 99.28224002495722, 99.33200442856156, 99.44729454980359, 99.52997684095845, 99.59023156103774, 99.69311933788708, 99.78494835838006, 99.73141157398493, 99.77183780061023, 99.85352623800003, 99.88599694100003, 99.96713300900012, 100.14421634200005, 100.18628991000003, 100.13111412900008, 100.22046959700003, 100.34245933417458 ], "xaxis": "x2", "y": [ 7.938784496738819, 7.874429226027942, 7.801720486511243, 7.903755600840242, 7.850916449334647, 7.992044786337885, 7.981270249922105, 7.871793727698417, 7.957292385235434, 8.102839057276697, 8.292853297841418, 8.380522365714612, 8.538703925245983, 8.521263129090158, 8.60110321723964, 8.84710887337583, 8.916794541834605, 8.931858222079299, 9.056605129223357, 9.153188381538513, 9.312275774298854, 9.29466380400008, 9.233303127000084, 8.605658270000035, 8.388820705000114, 8.397202867000075, 8.514553127000028, 8.44871653900006, 7.938784496738819 ], "yaxis": "y2" }, { "hoverinfo": "text", "hoverlabel": { "bgcolor": "hsl(52.13131313131313, 99.23232323232324%, 102.96969696969697%)" }, "marker": { "color": "black", "size": 2 }, "name": "Nakhon Si Thammarat", "showlegend": false, "text": "Nakhon Si Thammarat:
3.38B", "type": "scatter", "x": [ 99.77791569893861 ], "xaxis": "x2", "y": [ 8.372728000640693 ], "yaxis": "y2" }, { "fill": "toself", "fillcolor": "hsl(42.19191919191919, 98.26262626262626%, 77.87878787878788%)", "hoverinfo": "none", "line": { "color": "black", "width": 1 }, "mode": "lines", "name": "Name to display when showlegend=True", "showlegend": false, "type": "scatter", "x": [ 98.4186304050001, 98.39812259200005, 98.34392337300011, 98.29184004000012, 98.25416100400008, 98.28142337300005, 98.34351647200009, 98.43913821700005, 98.4186304050001 ], "xaxis": "x2", "y": [ 7.903753973000079, 7.815008856000105, 7.83291250200007, 7.777492580000086, 7.928290106000091, 8.19179922100011, 8.10919830900012, 8.082505601, 7.903753973000079 ], "yaxis": "y2" }, { "hoverinfo": "text", "hoverlabel": { "bgcolor": "hsl(42.19191919191919, 98.26262626262626%, 97.87878787878788%)" }, "marker": { "color": "black", "size": 2 }, "name": "Phuket", "showlegend": false, "text": "Phuket:
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(2017/08/16 to 2017/10/31)", "width": 700, "xaxis1": { "anchor": "y1", "domain": [ 0, 0.7 ], "showticklabels": true, "tickangle": 25, "tickfont": { "size": 9 } }, "xaxis2": { "anchor": "y2", "domain": [ 0.73, 1 ] }, "yaxis1": { "anchor": "x1", "domain": [ 0, 1 ], "range": [ 0, 11000000 ] }, "yaxis2": { "anchor": "x2", "domain": [ 0, 1 ] } } }, "text/html": [ "
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = tools.make_subplots(rows=1, cols=2, specs=[[{}, {}]],\n", " subplot_titles=('การกระจายตัว (บาท/สัญญา)', \n", " 'มูลค่ารวมตามจังหวัด'))\n", "\n", "# traces were created when plotting the distribution of spending\n", "for e1 in traces:\n", " fig.append_trace(e1, 1, 1)\n", "\n", "# spending by province \n", "for e1 in plot_data2:\n", " fig.append_trace(e1, 1, 2)\n", " \n", "fig['layout'].update(hovermode = 'closest', \n", " height=460, width=700, showlegend=False,\n", " title='ข้อมูลคำสั่งจัดซื้อจัดจ้างโดยหน่วยงานรัฐบาล
' + \n", " '({} to {})'.format(start_date, end_date),\n", " xaxis1 = {'anchor': 'y1', 'domain': [0.0, 0.7]},\n", " yaxis1 = {'range': [0, 11e6]},\n", " xaxis2 = {'anchor': 'y2', 'domain': [0.73, 1]}\n", " )\n", "\n", "fig['layout']['annotations'][0]['x'] = 0.35\n", "fig['layout']['annotations'][1]['x'] = 0.86\n", "fig['layout']['annotations'][0]['font'].update({'size': 13})\n", "fig['layout']['annotations'][1]['font'].update({'size': 13})\n", "fig['layout']['xaxis1'].update(showticklabels=True,tickfont=dict(size=9),tickangle=25)\n", "\n", "py.iplot(fig)\n", "# py.plot(fig, filename='openningPlot.html')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 2 }