Poverty maps; v1

prabhasp · Jul 18, 2013 · 16792fa · 16792fa
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diff --git a/Poverty/README.md b/Poverty/README.md
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+SmallAreaPovertyMapping
+===
+
+Chandan Sapkota, who one of my friend Bigyan calls the "Ezra Klein of Nepal", produces amazing analysis about Nepal, taking data sources from the obscure reports of government institutions and writing them up in blog posts. This project extends his ["Poverty by District in Nepal"](http://sapkotac.blogspot.com/2013/07/poverty-by-district-in-nepal.html) blog post, by maping maps of the data Chandan bar-charts for us. CSV data was digitized from a [pdf produced by the Central Bureau of Statistics](http://cbs.gov.np/wp-content/uploads/2014/06/Small%20Area%20Estimates%20of%20Poverty,%202011.pdf) (thanks Chandan for linking to the data source!), with two district spelling corrections by author.
diff --git a/Poverty/SmallAreaPovertyEstimation.csv b/Poverty/SmallAreaPovertyEstimation.csv
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+District,Population,FGT(0),S.E.FGT(0),FGT(1),S.E.FGT(1),FGT(2),S.E.FGT(2)Achham,256102,0.472,0.102,0.127,0.04,0.047,0.018Arghakhanchi,196873,0.288,0.05,0.069,0.016,0.024,0.007Baglung,266622,0.229,0.04,0.053,0.012,0.018,0.005Baitadi,250065,0.457,0.101,0.123,0.039,0.046,0.018Bajhang,194515,0.568,0.112,0.162,0.05,0.063,0.024Bajura,134062,0.641,0.105,0.199,0.055,0.082,0.029Banke,484592,0.264,0.073,0.066,0.025,0.024,0.011Bara,680094,0.299,0.019,0.072,0.007,0.025,0.003Bardiya,422812,0.287,0.082,0.071,0.026,0.025,0.011Bhaktapur,296705,0.125,0.014,0.029,0.004,0.01,0.002Bhojpur,181203,0.244,0.028,0.048,0.007,0.014,0.003Chitawan,567992,0.089,0.011,0.017,0.003,0.005,0.001Dadeldhura,140779,0.433,0.101,0.118,0.039,0.045,0.018Dailekh,260826,0.358,0.1,0.088,0.034,0.031,0.014Dang,547926,0.251,0.08,0.059,0.026,0.02,0.011Darchula,132081,0.53,0.109,0.152,0.048,0.059,0.024Dhading,333978,0.188,0.018,0.038,0.005,0.012,0.002Dhankuta,161288,0.159,0.019,0.029,0.005,0.008,0.002Dhanusa,752253,0.231,0.018,0.046,0.005,0.014,0.002Dolakha,184931,0.26,0.03,0.057,0.009,0.018,0.004Dolpa,36110,0.428,0.106,0.11,0.039,0.04,0.017Doti,206671,0.489,0.101,0.135,0.042,0.052,0.02Gorkha,268862,0.204,0.039,0.049,0.011,0.018,0.005Gulmi,279005,0.256,0.048,0.059,0.015,0.02,0.006Humla,49914,0.56,0.103,0.166,0.048,0.067,0.024Ilam,287734,0.073,0.011,0.012,0.002,0.003,0.001Jajarkot,170090,0.377,0.104,0.09,0.035,0.031,0.014Jhapa,807308,0.106,0.011,0.019,0.003,0.005,0.001Jumla,107395,0.49,0.113,0.131,0.045,0.049,0.021Kailali,765487,0.336,0.091,0.084,0.031,0.03,0.013Kalikot,135939,0.579,0.101,0.168,0.047,0.066,0.023Kanchanpur,447645,0.314,0.08,0.08,0.028,0.029,0.012Kapilbastu,568692,0.355,0.052,0.089,0.018,0.032,0.008Kaski,480851,0.04,0.011,0.008,0.003,0.003,0.001Kathmandu,1688131,0.076,0.006,0.015,0.002,0.005,0.001Kavrepalanchok,375040,0.139,0.019,0.025,0.005,0.007,0.002Khotang,205176,0.25,0.027,0.05,0.007,0.015,0.003Lalitpur,453466,0.076,0.008,0.015,0.002,0.005,0.001Lamjung,166141,0.168,0.033,0.039,0.009,0.013,0.004Mahottari,621023,0.162,0.029,0.035,0.009,0.011,0.004Makwanpur,414476,0.279,0.02,0.073,0.008,0.027,0.004Manang,5827,0.369,0.056,0.099,0.02,0.038,0.009Morang,958579,0.165,0.011,0.033,0.003,0.01,0.001Mugu,54789,0.471,0.115,0.125,0.045,0.047,0.021Mustang,11585,0.4,0.055,0.109,0.02,0.042,0.009Myagdi,109598,0.286,0.044,0.073,0.015,0.027,0.007Nawalparasi,638836,0.17,0.031,0.038,0.009,0.013,0.003Nuwakot,275344,0.203,0.019,0.042,0.005,0.013,0.002Okhaldhunga,146782,0.205,0.023,0.041,0.006,0.012,0.002Palpa,258842,0.216,0.038,0.052,0.012,0.018,0.005Panchthar,190394,0.114,0.02,0.019,0.004,0.005,0.001Parbat,145657,0.127,0.029,0.025,0.007,0.008,0.002Parsa,592108,0.292,0.02,0.071,0.007,0.025,0.003Pyuthan,226128,0.322,0.087,0.079,0.029,0.028,0.012Ramechhap,201202,0.256,0.023,0.056,0.007,0.018,0.003Rasuwa,42125,0.316,0.043,0.072,0.015,0.024,0.006Rautahat,680659,0.334,0.018,0.083,0.006,0.029,0.003Rolpa,221170,0.26,0.087,0.056,0.025,0.018,0.009Rukum,207279,0.263,0.092,0.058,0.026,0.019,0.01Rupandehi,873314,0.173,0.029,0.041,0.009,0.014,0.004Salyan,241685,0.288,0.088,0.063,0.026,0.021,0.01Sankhuwasabha,158139,0.21,0.031,0.041,0.008,0.012,0.003Saptari,637071,0.395,0.019,0.1,0.008,0.036,0.004Sarlahi,765959,0.177,0.018,0.036,0.005,0.011,0.002Sindhuli,292988,0.383,0.031,0.099,0.012,0.036,0.006Sindhupalchok,285652,0.254,0.031,0.054,0.009,0.017,0.004Siraha,634844,0.346,0.019,0.08,0.007,0.027,0.003Solukhumbu,105080,0.257,0.03,0.057,0.009,0.019,0.004Sunsari,750319,0.12,0.014,0.022,0.004,0.006,0.001Surkhet,343160,0.305,0.085,0.075,0.029,0.026,0.012Syangja,288097,0.118,0.027,0.024,0.007,0.007,0.002Tanahu,320532,0.148,0.028,0.033,0.008,0.011,0.003Taplejung,126404,0.27,0.034,0.055,0.01,0.017,0.004Terhathum,100805,0.146,0.02,0.025,0.005,0.007,0.002Udayapur,315251,0.259,0.022,0.058,0.007,0.019,0.003

diff --git a/Poverty/cache/__packages b/Poverty/cache/__packages
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+knitr
+reshape2
+scales
+ggplot2
+maptools
+lattice
+grid
+foreign
+rgeos
+sp
+lubridate
+RCurl
+bitops
+plyr
+stringr
+RJSONIO
+stats
+graphics
+grDevices
+utils
+datasets
+methods
+base
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		District,Population,FGT(0),S.E.FGT(0),FGT(1),S.E.FGT(1),FGT(2),S.E.FGT(2)Achham,256102,0.472,0.102,0.127,0.04,0.047,0.018Arghakhanchi,196873,0.288,0.05,0.069,0.016,0.024,0.007Baglung,266622,0.229,0.04,0.053,0.012,0.018,0.005Baitadi,250065,0.457,0.101,0.123,0.039,0.046,0.018Bajhang,194515,0.568,0.112,0.162,0.05,0.063,0.024Bajura,134062,0.641,0.105,0.199,0.055,0.082,0.029Banke,484592,0.264,0.073,0.066,0.025,0.024,0.011Bara,680094,0.299,0.019,0.072,0.007,0.025,0.003Bardiya,422812,0.287,0.082,0.071,0.026,0.025,0.011Bhaktapur,296705,0.125,0.014,0.029,0.004,0.01,0.002Bhojpur,181203,0.244,0.028,0.048,0.007,0.014,0.003Chitawan,567992,0.089,0.011,0.017,0.003,0.005,0.001Dadeldhura,140779,0.433,0.101,0.118,0.039,0.045,0.018Dailekh,260826,0.358,0.1,0.088,0.034,0.031,0.014Dang,547926,0.251,0.08,0.059,0.026,0.02,0.011Darchula,132081,0.53,0.109,0.152,0.048,0.059,0.024Dhading,333978,0.188,0.018,0.038,0.005,0.012,0.002Dhankuta,161288,0.159,0.019,0.029,0.005,0.008,0.002Dhanusa,752253,0.231,0.018,0.046,0.005,0.014,0.002Dolakha,184931,0.26,0.03,0.057,0.009,0.018,0.004Dolpa,36110,0.428,0.106,0.11,0.039,0.04,0.017Doti,206671,0.489,0.101,0.135,0.042,0.052,0.02Gorkha,268862,0.204,0.039,0.049,0.011,0.018,0.005Gulmi,279005,0.256,0.048,0.059,0.015,0.02,0.006Humla,49914,0.56,0.103,0.166,0.048,0.067,0.024Ilam,287734,0.073,0.011,0.012,0.002,0.003,0.001Jajarkot,170090,0.377,0.104,0.09,0.035,0.031,0.014Jhapa,807308,0.106,0.011,0.019,0.003,0.005,0.001Jumla,107395,0.49,0.113,0.131,0.045,0.049,0.021Kailali,765487,0.336,0.091,0.084,0.031,0.03,0.013Kalikot,135939,0.579,0.101,0.168,0.047,0.066,0.023Kanchanpur,447645,0.314,0.08,0.08,0.028,0.029,0.012Kapilbastu,568692,0.355,0.052,0.089,0.018,0.032,0.008Kaski,480851,0.04,0.011,0.008,0.003,0.003,0.001Kathmandu,1688131,0.076,0.006,0.015,0.002,0.005,0.001Kavrepalanchok,375040,0.139,0.019,0.025,0.005,0.007,0.002Khotang,205176,0.25,0.027,0.05,0.007,0.015,0.003Lalitpur,453466,0.076,0.008,0.015,0.002,0.005,0.001Lamjung,166141,0.168,0.033,0.039,0.009,0.013,0.004Mahottari,621023,0.162,0.029,0.035,0.009,0.011,0.004Makwanpur,414476,0.279,0.02,0.073,0.008,0.027,0.004Manang,5827,0.369,0.056,0.099,0.02,0.038,0.009Morang,958579,0.165,0.011,0.033,0.003,0.01,0.001Mugu,54789,0.471,0.115,0.125,0.045,0.047,0.021Mustang,11585,0.4,0.055,0.109,0.02,0.042,0.009Myagdi,109598,0.286,0.044,0.073,0.015,0.027,0.007Nawalparasi,638836,0.17,0.031,0.038,0.009,0.013,0.003Nuwakot,275344,0.203,0.019,0.042,0.005,0.013,0.002Okhaldhunga,146782,0.205,0.023,0.041,0.006,0.012,0.002Palpa,258842,0.216,0.038,0.052,0.012,0.018,0.005Panchthar,190394,0.114,0.02,0.019,0.004,0.005,0.001Parbat,145657,0.127,0.029,0.025,0.007,0.008,0.002Parsa,592108,0.292,0.02,0.071,0.007,0.025,0.003Pyuthan,226128,0.322,0.087,0.079,0.029,0.028,0.012Ramechhap,201202,0.256,0.023,0.056,0.007,0.018,0.003Rasuwa,42125,0.316,0.043,0.072,0.015,0.024,0.006Rautahat,680659,0.334,0.018,0.083,0.006,0.029,0.003Rolpa,221170,0.26,0.087,0.056,0.025,0.018,0.009Rukum,207279,0.263,0.092,0.058,0.026,0.019,0.01Rupandehi,873314,0.173,0.029,0.041,0.009,0.014,0.004Salyan,241685,0.288,0.088,0.063,0.026,0.021,0.01Sankhuwasabha,158139,0.21,0.031,0.041,0.008,0.012,0.003Saptari,637071,0.395,0.019,0.1,0.008,0.036,0.004Sarlahi,765959,0.177,0.018,0.036,0.005,0.011,0.002Sindhuli,292988,0.383,0.031,0.099,0.012,0.036,0.006Sindhupalchok,285652,0.254,0.031,0.054,0.009,0.017,0.004Siraha,634844,0.346,0.019,0.08,0.007,0.027,0.003Solukhumbu,105080,0.257,0.03,0.057,0.009,0.019,0.004Sunsari,750319,0.12,0.014,0.022,0.004,0.006,0.001Surkhet,343160,0.305,0.085,0.075,0.029,0.026,0.012Syangja,288097,0.118,0.027,0.024,0.007,0.007,0.002Tanahu,320532,0.148,0.028,0.033,0.008,0.011,0.003Taplejung,126404,0.27,0.034,0.055,0.01,0.017,0.004Terhathum,100805,0.146,0.02,0.025,0.005,0.007,0.002Udayapur,315251,0.259,0.022,0.058,0.007,0.019,0.003
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