From 45f2286b6a94526bb05bb82e62468c54b64a4b82 Mon Sep 17 00:00:00 2001
From: Kanishka Narayan <37234086+kanishkan91@users.noreply.github.com>
Date: Wed, 7 Jun 2023 20:22:27 -0400
Subject: [PATCH 1/7] parallelizing country and basin processing

---
 demeter/change/expansion.py                   |    87 +-
 demeter/change/intensification.py             |   125 +-
 demeter/data/gcam_basin_lookup.csv            |   236 -
 demeter/data/gcam_regions_32.csv              |    33 -
 .../query_land_reg32_basin235_gcam5p0.xml     |    14 -
 demeter/demeter_io/reader.py                  |     1 +
 processing_scripts/outfileIndia.csv           | 17283 ++++++++++++++++
 7 files changed, 17409 insertions(+), 370 deletions(-)
 delete mode 100644 demeter/data/gcam_basin_lookup.csv
 delete mode 100644 demeter/data/gcam_regions_32.csv
 delete mode 100755 demeter/data/query_land_reg32_basin235_gcam5p0.xml
 create mode 100644 processing_scripts/outfileIndia.csv

diff --git a/demeter/change/expansion.py b/demeter/change/expansion.py
index a2a611e6..6ac49fb 100644
--- a/demeter/change/expansion.py
+++ b/demeter/change/expansion.py
@@ -11,6 +11,54 @@
 import numpy as np
 import os
 from scipy import stats
+import threading
+from multiprocessing.dummy import Pool as ThreadPool
+from itertools import repeat
+
+def extense_parallel_helper(regix_metix,log, c, allregnumber, allregmet, spat_ludataharm, spat_region, spat_met, kernel_vector, cons_data,
+                    order_rules, final_landclasses, constraint_rules, transition_rules, land_mismatch,
+                    spat_ludataharm_orig_steps, target_change, yr,diag_file):
+
+    reg_idx, met_idx = regix_metix
+    #print("processing region " + str(reg_idx))
+
+        # set previous region index to current
+        #prev_reg = reg_idx
+
+    # update user per region change
+    regnumber = allregnumber[reg_idx]
+    metnumber = allregmet[reg_idx][met_idx]
+    metnum_idx = metnumber - 1
+        # update user per region change
+    reg_met_mask = (spat_region == regnumber) & (spat_met == metnumber)
+    spat_ludataharm_sub = spat_ludataharm[reg_met_mask]
+    kernel_vector_sub = kernel_vector[reg_met_mask]
+    cons_data_sub = cons_data[reg_met_mask]
+
+    # calculate expansion for each PFT
+    exp = _expansion(c.diagnostic, diag_file, spat_ludataharm_sub, kernel_vector_sub, cons_data_sub, reg_idx,
+                     metnum_idx, order_rules, final_landclasses, c.errortol, constraint_rules, transition_rules,
+                     c.stochastic_expansion, c.selection_threshold, land_mismatch, target_change)
+
+    # apply expansion and update transitions
+    spat_ludataharm[reg_met_mask], target_change, trans_mat = exp
+    # transitions[reg_met_mask, :, :] += trans_mat
+
+    # calculate non-achieved change
+
+
+    non_chg = np.sum(abs(target_change[:, :, :])) / 2.
+
+    if non_chg > 0:
+       non_chg_per = np.sum(abs(target_change[:, :, :].flatten())) / np.sum(abs(land_mismatch[:, :, :].flatten())) * 100
+
+    else:
+        non_chg_per = 0
+
+    #log.info("Total non-achieved expansion change for time step {0}:  {1} km2 ({2} %)".format(yr, non_chg, non_chg_per))
+
+# close file if diagnostic
+
 
 
 def _convert_pft(notdone, exp_target, met_idx, pft_toconv, spat_ludataharm_sub, pft, cons_data_subpft, reg,
@@ -233,41 +281,12 @@ def apply_expansion(log, c, allregnumber, allregmet, spat_ludataharm, spat_regio
     # build region_idx, metric_idx iterator
     regix_metix = _reg_metric_iter(allregnumber, allregmet)
 
-    for reg_idx, met_idx in regix_metix:
-
-        # get region and metric from index
-        regnumber = allregnumber[reg_idx]
-        metnumber = allregmet[reg_idx][met_idx]
-        metnum_idx = metnumber - 1
-
-        # create data subset
-        reg_met_mask = (spat_region == regnumber) & (spat_met == metnumber)
-        spat_ludataharm_sub = spat_ludataharm[reg_met_mask]
-        kernel_vector_sub = kernel_vector[reg_met_mask]
-        cons_data_sub = cons_data[reg_met_mask]
-
-        # calculate expansion for each PFT
-        exp = _expansion(c.diagnostic, diag_file, spat_ludataharm_sub, kernel_vector_sub, cons_data_sub, reg_idx,
-                         metnum_idx, order_rules, final_landclasses, c.errortol, constraint_rules, transition_rules,
-                         c.stochastic_expansion, c.selection_threshold, land_mismatch, target_change)
-
-        # apply expansion and update transitions
-        spat_ludataharm[reg_met_mask], target_change, trans_mat = exp
-        #transitions[reg_met_mask, :, :] += trans_mat
-
-    # calculate non-achieved change
-    non_chg = np.sum(abs(target_change[:, :, :])) / 2.
-
-    if non_chg > 0:
-        non_chg_per = np.sum(abs(target_change[:, :, :].flatten())) / np.sum(abs(land_mismatch[:, :, :].flatten())) * 100
+    pool = ThreadPool(len(np.unique(regix_metix)))
 
-    else:
-        non_chg_per = 0
+    pool.starmap(extense_parallel_helper,zip(regix_metix,repeat(log), repeat(c), repeat(allregnumber), repeat(allregmet), repeat(spat_ludataharm), repeat(spat_region), repeat(spat_met), repeat(kernel_vector), repeat(cons_data),
+                    repeat(order_rules), repeat(final_landclasses), repeat(constraint_rules), repeat(transition_rules), repeat(land_mismatch),
+                    repeat(spat_ludataharm_orig_steps), repeat(target_change), repeat(yr),repeat(diag_file)))
 
-    # log.info("Total non-achieved expansion change for time step {0}:  {1} km2 ({2} %)".format(yr, non_chg, non_chg_per))
-
-    # close file if diagnostic
-    if c.diagnostic == 1:
-        diag_file.close()
+    pool.terminate()
 
     return [spat_ludataharm, spat_ludataharm_orig_steps, land_mismatch, cons_data, target_change]
diff --git a/demeter/change/intensification.py b/demeter/change/intensification.py
index 488e395..cacc702 100644
--- a/demeter/change/intensification.py
+++ b/demeter/change/intensification.py
@@ -10,9 +10,69 @@
 
 import os
 import numpy as np
-
+import threading
+from multiprocessing.dummy import Pool as ThreadPool
+from itertools import repeat
 import demeter.demeter_io.writer as wdr
 
+def intense_parallel_helper(regix_metix,spat_region, order_rules, allregnumber, allregmet, spat_ludata,
+                          spat_landmatrix, gcam_landmatrix, yr_idx, d_regid_nm, target_change, spat_ludataharm,
+                          spat_met, kernel_vector, cons_data, final_landclasses,spat_ludataharm_orig_steps, yr,
+                          land_mismatch, constraint_rules, transition_rules,log, pass_number, c,diag_file):
+
+    reg_idx, met_idx = regix_metix
+   # print("processing region " + str(reg_idx))
+
+        # set previous region index to current
+        #prev_reg = reg_idx
+
+    # update user per region change
+
+        # update user per region change
+    regnumber, reg_idx, target_intensification = _create_summary(reg_idx, allregnumber, spat_ludata,
+                                                                      spat_landmatrix, gcam_landmatrix, d_regid_nm,
+                                                                      log, spat_region, yr_idx, target_change,
+                                                                      pass_number, c)
+
+    # calculate and write area diagnostic
+    # diff_diagnostic(c.diag_dir, d_regid_nm, gcam_landmatrix, spat_landmatrix, reg_idx, yr, yr_idx)
+
+    # retrieve region and metric number
+    metnumber = allregmet[reg_idx][met_idx]
+
+    # create data subset
+    reg_met_mask = (spat_region == regnumber) & (spat_met == metnumber)
+    spat_ludataharm_sub = spat_ludataharm[reg_met_mask]
+    kernel_vector_sub = kernel_vector[reg_met_mask]
+    cons_data_sub = cons_data[reg_met_mask]
+
+    # calculate intensification
+    citz = _intensification(c.diagnostic, diag_file, spat_ludataharm_sub, target_intensification, kernel_vector_sub,
+                            cons_data_sub, reg_idx, metnumber, order_rules, final_landclasses, c.errortol,
+                            constraint_rules, target_change, transition_rules, land_mismatch)
+
+    # apply intensification
+    spat_ludataharm[reg_met_mask], trans_mat, target_change, target_intensification = citz
+
+    # log transition
+    # transitions[reg_met_mask, :, :] += trans_mat
+
+    # calculate non-achieved change
+
+
+    non_chg = np.sum(abs(target_change[:, :, :])) / 2.0
+
+    if non_chg > 0:
+       non_chg_per = np.sum(abs(target_change[:, :, :].flatten())) / np.sum(abs(land_mismatch[:, :, :].flatten())) * 100
+    else:
+       non_chg_per = 0
+
+    #log.info("Total non-achieved intensification change for pass {0} time step {1}:  {2} km2 ({3} %)".format(pass_number, yr, non_chg, non_chg_per))
+
+
+
+
+
 
 def diff_diagnostic(diag_outdir, d_regid_nm, gcam_landmatrix, spat_landmatrix, reg, yr, yr_idx):
     """
@@ -30,6 +90,9 @@ def diff_diagnostic(diag_outdir, d_regid_nm, gcam_landmatrix, spat_landmatrix, r
     wdr.array_to_csv(spat_landmatrix[reg, :, :], base_out)
 
 
+
+
+
 def reg_metric_iter(allregnumber, allregmet):
     """
     Create region, metric iterator.
@@ -289,60 +352,16 @@ def apply_intensification(log, pass_number, c, spat_region, order_rules, allregn
     # build region_idx, metric_idx iterator
     regix_metix = reg_metric_iter(allregnumber, allregmet)
 
+    pool = ThreadPool(len(np.unique(regix_metix)))
+
+    pool.starmap(intense_parallel_helper,zip(regix_metix,repeat(spat_region), repeat(order_rules), repeat(allregnumber), repeat(allregmet), repeat(spat_ludata),
+                          repeat(spat_landmatrix), repeat(gcam_landmatrix), repeat(yr_idx), repeat(d_regid_nm), repeat(target_change), repeat(spat_ludataharm),
+                          repeat(spat_met), repeat(kernel_vector), repeat(cons_data), repeat(final_landclasses),repeat(spat_ludataharm_orig_steps), repeat(yr),
+                          repeat(land_mismatch), repeat(constraint_rules), repeat(transition_rules),repeat(log), repeat(pass_number), repeat(c),repeat(diag_file)))
     # for each region
-    for index, pkg in enumerate(regix_metix):
+    #for index, pkg in enumerate(regix_metix):
 
         # unpack index vars
-        reg_idx, met_idx = pkg
-
-        if index == 0:
-            # set previous region index to current
-            prev_reg = reg_idx
-
-        # update user per region change
-        if (index == 0) or (reg_idx != prev_reg):
-
-            # update user per region change
-            regnumber, prev_reg, target_intensification = _create_summary(reg_idx, allregnumber, spat_ludata,
-                                                                          spat_landmatrix, gcam_landmatrix, d_regid_nm,
-                                                                          log, spat_region, yr_idx, target_change,
-                                                                          pass_number, c)
-
-        # calculate and write area diagnostic
-        # diff_diagnostic(c.diag_dir, d_regid_nm, gcam_landmatrix, spat_landmatrix, reg_idx, yr, yr_idx)
-
-        # retrieve region and metric number
-        metnumber = allregmet[reg_idx][met_idx]
-
-        # create data subset
-        reg_met_mask = (spat_region == regnumber) & (spat_met == metnumber)
-        spat_ludataharm_sub = spat_ludataharm[reg_met_mask]
-        kernel_vector_sub = kernel_vector[reg_met_mask]
-        cons_data_sub = cons_data[reg_met_mask]
-
-        # calculate intensification
-        citz = _intensification(c.diagnostic, diag_file, spat_ludataharm_sub, target_intensification, kernel_vector_sub,
-                                cons_data_sub, reg_idx, metnumber, order_rules, final_landclasses, c.errortol,
-                                constraint_rules, target_change, transition_rules, land_mismatch)
-
-        # apply intensification
-        spat_ludataharm[reg_met_mask], trans_mat, target_change, target_intensification = citz
-
-        # log transition
-        #transitions[reg_met_mask, :, :] += trans_mat
-
-    # calculate non-achieved change
-    non_chg = np.sum(abs(target_change[:, :, :])) / 2.0
-
-    if non_chg > 0:
-        non_chg_per = np.sum(abs(target_change[:, :, :].flatten())) / np.sum(abs(land_mismatch[:, :, :].flatten())) * 100
-    else:
-        non_chg_per = 0
-
-    # log.info("Total non-achieved intensification change for pass {0} time step {1}:  {2} km2 ({3} %)".format(pass_number, yr, non_chg, non_chg_per))
-
-    # close file if diagnostic
-    if c.diagnostic == 1:
-        diag_file.close()
 
+    pool.terminate()
     return [spat_ludataharm, spat_ludataharm_orig_steps, land_mismatch, cons_data, target_change]
diff --git a/demeter/data/gcam_basin_lookup.csv b/demeter/data/gcam_basin_lookup.csv
deleted file mode 100644
index 916e931..0000000
--- a/demeter/data/gcam_basin_lookup.csv
+++ /dev/null
@@ -1,236 +0,0 @@
-basin_id,basin_name,glu_name
-55,Adriatic_Sea_Greece_Black_Sea_Coast,AdrBlkSea
-171,Africa_East_Central_Coast,AfrCstE
-190,Africa_Indian_Ocean_Coast,AfrCstSE
-144,Africa_North_Interior,AfrIntN
-86,Africa_North_West_Coast,AfrCstNW
-100,Africa_Red_Sea_Gulf_of_Aden_Coast,AfrCstNE
-197,Africa_South_Interior,AfrIntS
-142,Africa_West_Coast,AfrCstW
-168,Amazon,AmazonR
-58,Amu_Darya,AmuDaryaR
-43,Amur,AmurR
-141,Andaman_Nicobar_Islands,AdnNicIsl
-182,Angola_Coast,AngolaCst
-216,Antarctica,Antarctica
-94,Arabian_Peninsula,ArabianP
-104,Arabian_Sea_Coast,ArabianSea
-1,Arctic_Ocean_Islands,ArcticIsl
-224,Arkansas_White_Red_Basin,ArkWhtRedR
-19,Atlantic_Ocean_Seaboard,CanAtl
-189,Australia_East_Coast,AusCstE
-193,Australia_Interior,AusInt
-184,Australia_North_Coast,AusCstN
-202,Australia_South_Coast,AusCstS
-191,Australia_West_Coast,AusCstW
-91,Baja_California,MexBaja
-20,Baltic_Sea_Coast,BalticSea
-116,Bay_of_Bengal_North_East_Coast,BengalBay
-47,Black_Sea_North_Coast,BlackSeaN
-70,Black_Sea_South_Coast,BlackSeaS
-66,Bo_Hai_Korean_Bay_North_Coast,BoHai
-120,Brahamani,BrahmaniR
-217,California_River_Basin,California
-101,Caribbean,Caribbean
-143,Caribbean_Coast,SAmerCstN
-45,Caspian_Sea_Coast,CaspianNE
-52,Caspian_Sea_East_Coast,CaspianE
-72,Caspian_Sea_South_West_Coast,CaspianSW
-153,Cauvery,CauveryR
-82,Central_Iran,Iran
-214,Central_Patagonia_Highlands,Patagonia
-146,Chao_Phraya,ChaoPhrR
-78,China_Coast,ChinaCst
-34,Churchill,ChurchillR
-157,Colombia_Ecuador_Pacific_Coast,ColEcuaCst
-183,Congo,CongoR
-54,Danube,DanubeR
-25,Daugava,DaugavaR
-95,Dead_Sea,DeadSea
-21,Denmark_Germany_Coast,DnkGrmCst
-39,Dnieper,DnieperR
-49,Dniester,DniesterR
-53,Don,DonR
-74,Douro,DouroR
-186,East_Brazil_South_Atlantic_Coast,BrzCstE
-99,Eastern_Jordan_Syria,EJrdnSyr
-73,Ebro,EbroR
-31,Elbe,ElbeR
-28,Ems_Weser,EmsWeserR
-26,England_and_Wales,EngWales
-90,Farahrud,FarahrudR
-13,Finland,Finland
-181,Fly,FlyR
-61,France_South_Coast,FranceCstS
-41,France_West_Coast,FranceCstW
-27,Fraser,FraserR
-110,Ganges_Bramaputra,GangesR
-64,Gironde,Gironde
-42,Gobi_Interior,Gobi
-123,Godavari,GodavariR
-222,Great_Basin,GreatBasin
-227,Great_Lakes_Basin,GreatLakes
-133,Grijalva_Usumacinta,GrijUsuR
-83,Guadalquivir,GuadalqR
-81,Guadiana,GuadianaR
-162,Gulf_of_Guinea,GuineaGulf
-148,Gulf_of_Thailand_Coast,ThaiGulf
-124,Hainan,Hainan
-102,HamuniMashkel,HamuMashR
-234,Hawaii,Hawaii
-97,Helmand,Helmand
-109,Hong_(Red_River),Hong
-79,Huang_He,HuangHeR
-15,Hudson_Bay_Coast,HudsonBay
-11,Iceland,Iceland
-145,India_East_Coast,IndCstE
-128,India_North_East_Coast,IndCstNE
-155,India_South_Coast,IndCstS
-129,India_West_Coast,IndCstW
-89,Indus,IndusR
-24,Ireland,Ireland
-167,Irian_Jaya_Coast,IrianJaya
-137,Irrawaddy,IrrawaddyR
-136,Isthmus_of_Tehuantepec,Tehuantpc
-50,Italy_East_Coast,ItalyCstE
-59,Italy_West_Coast,ItalyCstW
-51,Japan,Japan
-175,Java_Timor,JavaTimor
-165,Kalimantan,Kalimantan
-5,Kara_Sea_Coast,KaraSea
-140,Krishna,KrishnaR
-206,La_Plata,RioLaPlata
-200,La_Puna_Region,LaPuna
-68,Lake_Balkash,LBalkash
-151,Lake_Chad,LChad
-6,Lena,LenaR
-199,Limpopo,LimpopoR
-44,Loire,LoireR
-221,Lower_Colorado_River_Basin,UsaColoRS
-219,Lower_Mississippi_River_Basin,MissppRS
-10,Mackenzie,Mackenzie
-177,Madasgacar,Madasgacar
-166,Magdalena,MagdalenaR
-122,Mahandi,MahanadiR
-113,Mahi,MahiR
-203,Mar_Chiquita,MarChiq
-75,Mediterranean_Sea_East_Coast,MeditE
-63,Mediterranean_Sea_Islands,MeditIsl
-80,Mediterranean_South_Coast,MeditS
-125,Mekong,Mekong
-114,Mexico_Interior,MexInt
-96,Mexico_Northwest_Coast,MexCstNW
-150,Micronesia,Micronesia
-233,Mid_Atlantic_Basin,UsaCstE
-223,Missouri_River_Basin,MissouriR
-208,Murray_Darling,MurrayDrlg
-196,Namibia_Coast,AfrCstSW
-235,Narmada,NarmadaR
-22,Narva,NarvaR
-213,Negro,NegroR
-35,Neman,NemanR
-17,Neva,NevaR
-232,New_England_Basin,UsaCstNE
-201,New_Zealand,NewZealand
-149,Niger,NigerR
-87,Nile,NileR
-65,North_and_South_Korea,Korea
-210,North_Argentina_South_Atlantic_Coast,ArgCstN
-159,North_Borneo_Coast,BorneoCstN
-172,North_Brazil_South_Atlantic_Coast,BrzCstN
-207,North_Chile_Pacific_Coast,ChileCstN
-105,North_Gulf,MexGulf
-121,North_Marina_Islands_and_Guam,Guam
-161,Northeast_South_America_South_Atlantic_Coast,SAmerCstNE
-14,Northern_Dvina,DvinaRN
-2,Northwest_Territories,NWTerr
-56,Ob,ObR
-29,Oder,OderR
-228,Ohio_River_Basin,OhioR
-194,Orange,OrangeR
-156,Orinoco,OrinocoR
-7,Pacific_and_Arctic_Coast,PacArctic
-115,Pacific_Central_Coast,MexCstW
-229,Pacific_Northwest_Basin,UsaPacNW
-158,Palau_and_East_Indonesia,IdnE
-209,Pampas_Region,Pampas
-130,Papaloapan,Papaloapan
-173,Papua_New_Guinea_Coast,PapuaCst
-187,Parnaiba,ParnaibaR
-139,Peninsula_Malaysia,MalaysiaP
-147,Pennar,PennarR
-88,Persian_Gulf_Coast,PersianGulf
-180,Peru_Pacific_Coast,PeruCst
-119,Philippines,Phlppns
-92,Plateau_of_Tibet_Interior,Tibet
-57,Po,PoR
-33,Poland_Coast,PolandCst
-93,Red_Sea_East_Coast,RedSeaE
-134,Rio_Balsas,RioBalsas
-131,Rio_Lerma,RioLerma
-132,Rio_Verde,RioVerde
-62,Rhone,RhoneR
-32,Rhine,RhineR
-179,Rift_Valley,RiftValley
-231,Rio_Grande_River_Basin,RioGrande
-9,Russia_Barents_Sea_Coast,BarentsSea
-37,Russia_South_East_Coast,RusCstSE
-107,Sabarmati,SabarmatiR
-205,Salinas_Grandes,Salinas
-127,Salween,Salween
-192,Sao_Francisco,SaoFrancR
-23,Saskatchewan_Nelson,NelsonR
-8,Scandinavia_North_Coast,ScndnvN
-36,Scheldt,ScheldtR
-16,Scotland,Scotland
-46,Seine,SeineR
-152,Senegal,SenegalR
-178,Sepik,SepikR
-170,Shebelli_Juba,ShebJubR
-3,Siberia_North_Coast,SiberiaN
-4,Siberia_West_Coast,SiberiaW
-98,Sinai_Peninsula,SinaiP
-138,Sittang,SittaungR
-176,Solomon_Islands,SolomonIsl
-198,South_Africa_South_Coast,AfrCstS
-204,South_Africa_West_Coast,AfrCstSSW
-212,South_America_Colorado,ArgColoR
-215,South_Argentina_South_Atlantic_Coast,ArgCstS
-226,South_Atlantic_Gulf_Basin,UsaCstSE
-169,South_Chile_Pacific_Coast,ChileCstS
-112,South_China_Sea_Coast,SChinaSea
-185,South_Pacific_Islands,NewCaledn
-135,Southern_Central_America,CntAmer
-60,Spain_Portugal_Atlantic_Coast,IberiaCst
-67,Spain_South_and_East_Coast,SpainCstSE
-154,Sri_Lanka,SriLanka
-40,St_Lawrence,StLwrncR
-164,Sulawesi,Sulawesi
-163,Sumatra,Sumatra
-12,Sweden,Sweden
-76,Syr_Darya,SyrDaryaR
-71,Tagus,TagusR
-103,Taiwan,Taiwan
-117,Tapti,TaptiR
-85,Tarim_Interior,Tarim
-211,Tasmania,Tasmania
-230,Tennessee_River_Basin,TennR
-225,Texas_Gulf_Coast_Basin,TexasCst
-69,Tiber,TiberR
-84,Tigris_Euphrates,TigrEuphR
-174,Tocantins,TocantinsR
-220,Upper_Colorado_River_Basin,UsaColoRN
-218,Upper_Mississippi_Basin,MissppRN
-38,Ural,UralR
-195,Uruguay_Brazil_South_Atlantic_Coast,BrzCstS
-126,Viet_Nam_Coast,VietnamCst
-18,Volga,VolgaR
-160,Volta,VoltaR
-30,Wisla,WislaR
-108,Xun_Jiang,XunJiang
-106,Yangtze,Yangtze
-118,Yasai,BengalW
-48,Yenisey,YeniseiR
-111,Yucatan_Peninsula,YucatanP
-188,Zambezi,ZambeziR
-77,Ziya_He_Interior,ZiyaHe
\ No newline at end of file
diff --git a/demeter/data/gcam_regions_32.csv b/demeter/data/gcam_regions_32.csv
deleted file mode 100644
index c793c82..0000000
--- a/demeter/data/gcam_regions_32.csv
+++ /dev/null
@@ -1,33 +0,0 @@
-gcam_region_id,gcam_region_name
-1,USA
-2,Africa_Eastern
-3,Africa_Northern
-4,Africa_Southern
-5,Africa_Western
-6,Australia_NZ
-7,Brazil
-8,Canada
-9,Central America and Caribbean
-10,Central Asia
-11,China
-12,EU-12
-13,EU-15
-14,Europe_Eastern
-15,Europe_Non_EU
-16,European Free Trade Association
-17,India
-18,Indonesia
-19,Japan
-20,Mexico
-21,Middle East
-22,Pakistan
-23,Russia
-24,South Africa
-25,South America_Northern
-26,South America_Southern
-27,South Asia
-28,South Korea
-29,Southeast Asia
-30,Taiwan
-31,Argentina
-32,Colombia
\ No newline at end of file
diff --git a/demeter/data/query_land_reg32_basin235_gcam5p0.xml b/demeter/data/query_land_reg32_basin235_gcam5p0.xml
deleted file mode 100755
index 4ab7291..0000000
--- a/demeter/data/query_land_reg32_basin235_gcam5p0.xml
+++ /dev/null
@@ -1,14 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<queries>
-
-    <!-- query-land-alloc -->
-    <aQuery>
-      <all-regions/>
-      <query title="Crop Land Allocation">
-         <axis1 name="land-allocation">LandLeaf</axis1>
-         <axis2 name="Year">land-allocation[@year]</axis2>
-         <xPath buildList="true" dataName="land-allocation" group="false" sumAll="false">/LandNode[@name='root' or @type='LandNode' (: collapse :)]//land-allocation/text()</xPath>
-         <comments/>
-      </query>
-    </aQuery>
-</queries>
diff --git a/demeter/demeter_io/reader.py b/demeter/demeter_io/reader.py
index 95c7d79..ed3be79 100644
--- a/demeter/demeter_io/reader.py
+++ b/demeter/demeter_io/reader.py
@@ -462,6 +462,7 @@ def read_base(config, observed_landclasses, sequence_metric_dict, metric_seq, re
     # cell area from lat: lat_correction_factor * (lat_km at equator * lon_km at equator) * (resolution squared) = sqkm
     cellarea = np.cos(np.radians(spat_coords[:, 0])) * (111.32 * 110.57) * (config.spatial_resolution**2)
 
+
     # create an array with the actual percentage of the grid cell included in the data; some are cut by AEZ or Basin
     #   polygons others have no-data in land cover
     celltrunk = (np.sum(spat_ludata, axis=1) + spat_water) / (config.spatial_resolution ** 2)
diff --git a/processing_scripts/outfileIndia.csv b/processing_scripts/outfileIndia.csv
new file mode 100644
index 0000000..0c92e39
--- /dev/null
+++ b/processing_scripts/outfileIndia.csv
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From 7a5c934dd064983cf826b6de224b87f354d272f3 Mon Sep 17 00:00:00 2001
From: Kanishka Narayan <37234086+kanishkan91@users.noreply.github.com>
Date: Wed, 7 Jun 2023 23:05:31 -0400
Subject: [PATCH 2/7] R interface for demeter

---
 .gitignore                 |  1 +
 R_interface/.Rbuildignore  |  2 ++
 R_interface/DESCRIPTION    | 12 ++++++++++++
 R_interface/NAMESPACE      |  1 +
 R_interface/R/demeter.R    | 25 +++++++++++++++++++++++++
 R_interface/README.md      |  2 ++
 R_interface/Rdemeter.Rproj | 20 ++++++++++++++++++++
 7 files changed, 63 insertions(+)
 create mode 100644 R_interface/.Rbuildignore
 create mode 100644 R_interface/DESCRIPTION
 create mode 100644 R_interface/NAMESPACE
 create mode 100644 R_interface/R/demeter.R
 create mode 100644 R_interface/README.md
 create mode 100644 R_interface/Rdemeter.Rproj

diff --git a/.gitignore b/.gitignore
index 377d0c0..ee8fb48 100644
--- a/.gitignore
+++ b/.gitignore
@@ -144,3 +144,4 @@ dmypy.json
 
 # exclude dirs
 demeter.egg-info/
+.Rproj.user
diff --git a/R_interface/.Rbuildignore b/R_interface/.Rbuildignore
new file mode 100644
index 0000000..91114bf
--- /dev/null
+++ b/R_interface/.Rbuildignore
@@ -0,0 +1,2 @@
+^.*\.Rproj$
+^\.Rproj\.user$
diff --git a/R_interface/DESCRIPTION b/R_interface/DESCRIPTION
new file mode 100644
index 0000000..6618720
--- /dev/null
+++ b/R_interface/DESCRIPTION
@@ -0,0 +1,12 @@
+Package: Rdemeter
+Type: Package
+Title: R version of demeter
+Version: 0.1.0
+Authors@R: c(person(given='Marcus', family='Perry', email='marcus.perry@pnnl.gov', role=c('aut','cre')),
+    person(given='Kanishka B.', family='Narayan', email='kanishka.narayan@pnnl.gov', role=c('aut')))
+Maintainer: Marcus Perry <marcus.perry@pnnl.gov>
+Description: Generates workflow to allow user to run demeter via R directly.
+License: BSD2
+Encoding: UTF-8
+LazyData: true
+RoxygenNote: 7.1.1
diff --git a/R_interface/NAMESPACE b/R_interface/NAMESPACE
new file mode 100644
index 0000000..d75f824
--- /dev/null
+++ b/R_interface/NAMESPACE
@@ -0,0 +1 @@
+exportPattern("^[[:alpha:]]+")
diff --git a/R_interface/R/demeter.R b/R_interface/R/demeter.R
new file mode 100644
index 0000000..be08879
--- /dev/null
+++ b/R_interface/R/demeter.R
@@ -0,0 +1,25 @@
+
+
+run_demeter_R <- function(path_to_python= "../venv/Scripts/python.exe",
+                          path_to_inputs="C:/Projects/demeter_sample/config_gcam_reference.ini",
+                          write_outputs=TRUE){
+
+  Sys.setenv(RETICULATE_PYTHON = path_to_python)
+  print("Setup complete for env")
+  demeter_R <- reticulate::import("demeter")
+  print("Package imported")
+  demeter_R$run_model(config_file=path_to_inputs, write_outputs=TRUE)
+  print("Demeter run successfully completed in R!")
+
+  }
+
+
+port_model_to_R <- function(path_to_python= "../venv/Scripts/python.exe",
+                            model_name="demeter"){
+
+  Sys.setenv(RETICULATE_PYTHON = path_to_python)
+  print("Setup complete for env")
+  model <- reticulate::import(model_name)
+
+  return(model)
+}
diff --git a/R_interface/README.md b/R_interface/README.md
new file mode 100644
index 0000000..df8fca0
--- /dev/null
+++ b/R_interface/README.md
@@ -0,0 +1,2 @@
+# Rdemeter
+This is an R interface for demeter. 
diff --git a/R_interface/Rdemeter.Rproj b/R_interface/Rdemeter.Rproj
new file mode 100644
index 0000000..497f8bf
--- /dev/null
+++ b/R_interface/Rdemeter.Rproj
@@ -0,0 +1,20 @@
+Version: 1.0
+
+RestoreWorkspace: Default
+SaveWorkspace: Default
+AlwaysSaveHistory: Default
+
+EnableCodeIndexing: Yes
+UseSpacesForTab: Yes
+NumSpacesForTab: 2
+Encoding: UTF-8
+
+RnwWeave: Sweave
+LaTeX: pdfLaTeX
+
+AutoAppendNewline: Yes
+StripTrailingWhitespace: Yes
+
+BuildType: Package
+PackageUseDevtools: Yes
+PackageInstallArgs: --no-multiarch --with-keep.source

From 823a0a872c25ea0f6b2ec2fc6a5dfe7052c57b35 Mon Sep 17 00:00:00 2001
From: Kanishka Narayan <37234086+kanishkan91@users.noreply.github.com>
Date: Fri, 16 Jun 2023 16:25:06 -0400
Subject: [PATCH 3/7] Allow user to read in exogenous scenario in demeter.

---
 demeter/config_reader.py     |   7 +++
 demeter/demeter_io/writer.py | 102 ++++++++++++++++++++++++++++++++++-
 demeter/process.py           |   7 ++-
 3 files changed, 113 insertions(+), 3 deletions(-)

diff --git a/demeter/config_reader.py b/demeter/config_reader.py
index feb1836..8b84f56 100644
--- a/demeter/config_reader.py
+++ b/demeter/config_reader.py
@@ -175,6 +175,13 @@ def __init__(self, params):
         self.use_constraints = self.valid_integer(run_params.get('use_constraints', 1), 'use_constraints', [0, 1])
         self.spatial_resolution = self.valid_limit(run_params.get('spatial_resolution', 0.25), 'spatial_resolution', [0.0, 1000000.0], 'float')
         self.regrid_resolution = self.valid_limit(run_params.get('regrid_resolution', self.spatial_resolution), 'regrid_resolution', [0.0, 1000000.0], 'float')
+
+        self.external_scenario_PFT_name= (run_params.get('PFT_name_to_replace','Urban'))
+        self.external_scenario = (run_params.get('ext_scenario','SSP1'))
+        self.stitch_external = self.valid_integer(run_params.get('stitch_external', 0), 'stitch_external', [1, 0])
+        self.path_to_external = (run_params.get('path_to_external',self.input_dir))
+
+
         self.errortol = self.valid_limit(run_params.get('errortol', 0.001), 'errortol', [0.0, 1000000.0], 'float')
         self.timestep = self.valid_limit(run_params.get('timestep', 5), 'timestep', [1, 1000000], 'int')
         self.proj_factor = self.valid_limit(run_params.get('proj_factor', 1000), 'proj_factor', [1, 10000000000], 'int')
diff --git a/demeter/demeter_io/writer.py b/demeter/demeter_io/writer.py
index dd5538d..c3b1f3d 100644
--- a/demeter/demeter_io/writer.py
+++ b/demeter/demeter_io/writer.py
@@ -12,6 +12,7 @@
 from scipy import io as sio
 import pandas as pd
 from demeter import ncdf_conversion as nc
+import xarray as xr
 
 
 def array_to_csv(arr, out_file):
@@ -35,7 +36,8 @@ def save_array(arr, out_file):
 
 
 def lc_timestep_csv(c, yr, final_landclasses, spat_coords, metric_id_array, gcam_regionnumber, spat_water, cellarea,
-                    spat_ludataharm, metric, units='fraction', write_outputs=False, write_ncdf=False,sce="default",resolution=0.05,write_csv=False,regrid_res=0.05):
+                    spat_ludataharm, metric, units='fraction', write_outputs=False, write_ncdf=False,sce="default",resolution=0.05,write_csv=False,regrid_res=0.05,
+                    stitch_external=0,path_to_external="",external_scenario_PFT_name="",external_scenario=""):
     """Save land cover data for each time step as a CSV file."""
 
     # create out path and file name
@@ -79,6 +81,70 @@ def lc_timestep_csv(c, yr, final_landclasses, spat_coords, metric_id_array, gcam
         write_ncdf = False
 
     if write_ncdf:
+        t_joined= pd.DataFrame(data=arr, columns=columns)
+        if stitch_external==1:
+
+           path_to_sce= path_to_external+external_scenario+str(yr)+".nc"
+
+           if os.path.isfile(path_to_sce):
+               print("User has elected to stitch new scenario with current demeter scenarios. Please make sure all scenarios are stored in correct location")
+               src_raster = xr.open_dataset(path_to_sce)
+               target_resolution = (resolution, resolution)
+               resampled = src_raster
+               longitude_list = generate_scaled_coordinates_helper(-180, 180,resolution, ascending=True)
+
+               # positive to negative scaling required for latitude output
+               latitude_list = generate_scaled_coordinates_helper(-90, 90, resolution, ascending=False)
+
+
+               resampled = resampled.interp(lat=latitude_list,
+                               lon=longitude_list)
+
+
+               sce_df = resampled.to_dataframe()
+
+               # Reset the index to convert the multi-index into columns
+               sce_df.reset_index(inplace=True)
+               # Resample the raster to the target resolution
+               sce_df.dropna(inplace=True)
+               sce_df = sce_df[['lat', 'lon', 'value']]
+
+
+
+               sce_df = sce_df.rename(columns={'value': 'frac','lat':'latitude',
+                                               'lon':'longitude'})
+
+               sce_df.latitude = sce_df.latitude.round(3)
+               sce_df.longitude = sce_df.longitude.round(3)
+
+               #sce_df.to_csv('C:/Projects/sce.csv', index=False)
+               or_df = pd.DataFrame(data=arr, columns=columns)
+
+               or_df.latitude = or_df.latitude.round(3)
+               or_df.longitude = or_df.longitude.round(3)
+
+               #or_df.to_csv('C:/Projects/original.csv', index=False)
+               t_temp = pd.merge(or_df, sce_df, on=['latitude', 'longitude'], how='left')
+
+               t_temp['frac'] = np.where(t_temp['frac'].isna(), 0, t_temp['frac'])
+               t_temp['frac'] = np.where(t_temp['water'] >=0.25, 0, t_temp['frac'])
+               t_temp['adj'] = 1 - t_temp['frac']
+
+               t_temp.dropna(inplace=True)
+
+               lu_file_for_col = or_df.drop(['latitude', 'longitude',external_scenario_PFT_name,'region_id','basin_id'], axis=1)
+               pft_columns = lu_file_for_col.columns
+               t_temp['sum_non_ext']= t_temp[pft_columns].sum(axis=1)
+               t_temp[pft_columns] = t_temp[pft_columns].multiply(t_temp['adj'], axis="index")
+               t_temp[pft_columns] = t_temp[pft_columns].divide(t_temp['sum_non_ext'], axis="index")
+
+               t_temp[external_scenario_PFT_name] = t_temp['frac']
+               t_joined = t_temp.drop(['frac', 'adj','sum_non_ext'], axis=1)
+               t_joined = t_joined.dropna()
+               t_joined = t_joined.reset_index(drop=True)
+               #t_joined.to_csv("C:/Projects/sce.csv")
+
+
         x= nc.DemeterToNetcdf(scenario_name= str(sce),
                        project_name="",
                        start_year=2005,
@@ -86,7 +152,7 @@ def lc_timestep_csv(c, yr, final_landclasses, spat_coords, metric_id_array, gcam
                        resolution= resolution,
                        csv_input=write_csv,
                        regrid_resolution=regrid_res,
-                       df=pd.DataFrame(data=arr, columns=columns))
+                       df=t_joined)
 
         x.process_output(input_file_directory=c.lu_csv_output_dir,
                          output_file_directory=c.lu_netcdf_output_dir,
@@ -386,3 +452,35 @@ def max_ascii_rast(arr, out_dir, step, alg='max', nodata=-9999, xll=-180, yll=-9
 
     # create output raster
     arr_to_ascii(final_arr, out_rast, xll=-xll, yll=-yll, cellsize=cellsize, nodata=nodata)
+
+def generate_scaled_coordinates_helper(coord_min: float,
+                                    coord_max: float,
+                                    res: float,
+                                    ascending: bool = True,
+                                    decimals: int = 3) -> np.array:
+        """Generate a list of evenly-spaced coordinate pairs for the output grid based on lat, lon values.
+
+        :param coord_min:                   Minimum coordinate in range.
+        :type coord_min:                    float
+
+        :param coord_max:                   Maximum coordinate in range.
+        :type coord_max:                    float
+
+        :param ascending:                   Ascend coordinate values if True; descend if False
+        :type ascending:                    bool
+
+        :param decimals:                    Number of desired decimals to round to.
+        :type decimals:                     int
+
+        :returns:                           Array of coordinate values.
+
+        """
+
+        # distance between centroid and edge of grid cell
+        center_spacing = res / 2
+
+        if ascending:
+            return np.arange(coord_min + center_spacing, coord_max, res).round(decimals)
+
+        else:
+            return np.arange(coord_max - center_spacing, coord_min, -res).round(decimals)
\ No newline at end of file
diff --git a/demeter/process.py b/demeter/process.py
index 40a67af..7a25be3 100644
--- a/demeter/process.py
+++ b/demeter/process.py
@@ -37,6 +37,10 @@ def __init__(self, config, s, step_idx, step, write_outputs=False):
         self.sce = self.config.scenario
         self.res = self.config.spatial_resolution
         self.regrid_res = self.config.regrid_resolution
+        self.stitch_external= self.config.stitch_external
+        self.path_to_external= self.config.path_to_external
+        self.external_scenario_PFT_name = self.config.external_scenario_PFT_name
+        self.external_scenario= self.config.external_scenario
         # populate
         self.output_df = self.process()
 
@@ -145,7 +149,8 @@ def outputs(self):
                 write_ncdf =True
             return wdr.lc_timestep_csv(self.config, self.step, self.s.final_landclasses, self.s.spat_coords, orig_spat_aez,
                                 self.s.spat_region, self.s.spat_water, self.s.cellarea, self.s.spat_ludataharm,
-                                self.config.metric, self.config.tabular_units, self.write_outputs, write_ncdf, self.sce, self.res, write_csv, self.regrid_res)
+                                self.config.metric, self.config.tabular_units, self.write_outputs, write_ncdf, self.sce, self.res, write_csv, self.regrid_res,
+                                       self.stitch_external,self.path_to_external,self.external_scenario_PFT_name,self.external_scenario)
 
     def process(self):
         """

From 9b19bbd92ec4d535d9f717e6a234fb2cd1569204 Mon Sep 17 00:00:00 2001
From: Kanishka Narayan <37234086+kanishkan91@users.noreply.github.com>
Date: Mon, 21 Aug 2023 11:29:49 -0400
Subject: [PATCH 4/7] Adding post processing scripts to demeter to make plots,
 summary results

---
 demeter/ncdf_conversion.py                    |  4 +-
 demeter/post_process/Post_process_results.py  | 60 ++++++++++++++++++
 demeter/post_process/demeter_plotter.py       | 62 +++++++++++++++++++
 .../demeter_post_process_example.py           | 19 ++++++
 4 files changed, 143 insertions(+), 2 deletions(-)
 create mode 100644 demeter/post_process/Post_process_results.py
 create mode 100644 demeter/post_process/demeter_plotter.py
 create mode 100644 processing_scripts/demeter_post_process_example.py

diff --git a/demeter/ncdf_conversion.py b/demeter/ncdf_conversion.py
index 77fe146..fb34106 100644
--- a/demeter/ncdf_conversion.py
+++ b/demeter/ncdf_conversion.py
@@ -220,7 +220,7 @@ def process_output(self,
 
                 ds[i].attrs["long_name"] = i
 
-                if i not in ["region_id", "basin_id"]:
+                if i not in ["region_id", "basin_id","water"]:
                    ds = ds.rename({i: f"PFT{PFT_index+1}"})
                    encoding = {f"PFT{PFT_index+1}": DemeterToNetcdf.COMPRESSION_PARAMETERS}
                    PFT_index = PFT_index+1
@@ -247,7 +247,7 @@ def process_output(self,
                 ds = ds.rename({"lat": "latitude",
                                 "lon": "longitude"})
 
-                if i not in ["region_id", "basin_id"]:
+                if i not in ["region_id", "basin_id","water"]:
                     ds = ds.rename({i: f"PFT{PFT_index+1}"})
                     encoding = {f"PFT{PFT_index+1}": DemeterToNetcdf.COMPRESSION_PARAMETERS}
                     PFT_index = PFT_index +1
diff --git a/demeter/post_process/Post_process_results.py b/demeter/post_process/Post_process_results.py
new file mode 100644
index 0000000..513beef
--- /dev/null
+++ b/demeter/post_process/Post_process_results.py
@@ -0,0 +1,60 @@
+import glob
+import pandas as pd
+import numpy as np
+import xarray as xr
+
+
+class DataProcessor:
+    def __init__(self, folder_path, resolution=0.5):
+        self.folder_path = folder_path
+        self.resolution = resolution
+        self.dfs = []
+
+    def calculate_pixel_area(self, latitude):
+        earth_radius = 6371000.0  # in meters
+        lat_rad = np.radians(latitude)
+        pixel_width_meters = 2 * earth_radius * np.pi * np.cos(lat_rad) * self.resolution / 360.0
+        pixel_height_meters = 2 * earth_radius * np.pi * self.resolution / 360.0
+        pixel_area_sq_meters = pixel_width_meters * pixel_height_meters
+        return pixel_area_sq_meters * 1e-6  # Convert to square kilometers
+
+    def process_files(self):
+        folders = glob.glob(self.folder_path)
+        for folder in folders:
+            sel_folder = folder.replace("\\", "/")
+            file_path = sel_folder + "/spatial_landcover_netcdf/"
+            nc_files = glob.glob(file_path + "*.nc")
+
+            for nc_file in nc_files:
+                main_nc = xr.open_dataset(nc_file)
+                sce_attribute = main_nc.attrs['scenario_name']
+                main_nc = main_nc.to_dataframe()
+                main_nc.reset_index(inplace=True)
+                main_nc.dropna(inplace=True)
+                year = nc_file[-7:-3]
+                main_nc['pixel_area'] = self.calculate_pixel_area(main_nc['latitude'])
+                lu_file_for_col = main_nc.drop(['latitude', 'longitude', 'region_id', 'basin_id'], axis=1)
+                columns = lu_file_for_col.columns
+                main_nc[columns] = main_nc[columns].multiply(main_nc['pixel_area'], axis="index")
+                grouped_df = main_nc.groupby(["region_id", "basin_id"])[columns].sum().reset_index()
+                grouped_df["year"] = year
+                grouped_df["scenario_name"] = sce_attribute
+                grouped_df.reset_index(inplace=True)
+                grouped_df = grouped_df.drop(['index'], axis=1)
+                melted_df = grouped_df.melt(id_vars=["region_id", "scenario_name", "year", "basin_id"],
+                                            var_name="land_type", value_name="land_in_km2")
+                print("Completed " + sce_attribute + " in year " + year)
+                self.dfs.append(melted_df)
+
+    def concatenate_and_save(self, output_file):
+        concatenated_df = pd.concat(self.dfs, ignore_index=True)
+        concatenated_df.to_csv(output_file, index=False)
+
+# Create an instance of the DataProcessor class
+# folder_path = "C:/Projects/demeter_EPPA/outputs/*"
+# output_file = 'C:/Projects/EPPA_demeter_region_wise_test.csv'
+# processor = DataProcessor(folder_path, resolution=0.5)
+
+# Process files and save the concatenated DataFrame
+# processor.process_files()
+# processor.concatenate_and_save(output_file)
diff --git a/demeter/post_process/demeter_plotter.py b/demeter/post_process/demeter_plotter.py
new file mode 100644
index 0000000..65a5f4f
--- /dev/null
+++ b/demeter/post_process/demeter_plotter.py
@@ -0,0 +1,62 @@
+import glob
+import numpy as np
+import xarray as xr
+import matplotlib.pyplot as plt
+
+
+class LandCoverPlotter:
+    def __init__(self, folder_path, PFT_name, region_id, out_path):
+        self.folder_path = folder_path
+        self.PFT_name = PFT_name
+        self.region_id = region_id
+        self.out_path = out_path
+        self.reg_name = "global"
+        self.process_folders()
+
+    def process_folders(self):
+        folders = glob.glob(self.folder_path)
+        for folder in folders:
+            sel_folder = folder.replace("\\", "/")
+            self.process_files(sel_folder)
+
+    def process_files(self, sel_folder):
+        file_path = sel_folder + "/spatial_landcover_netcdf/"
+        nc_files = glob.glob(file_path + "*.nc")
+        for nc_file_sel in nc_files:
+            year = nc_file_sel[-7:].replace(".nc", "")
+            main_nc = xr.open_dataset(nc_file_sel)
+            sce_attribute = main_nc.attrs['scenario_name']
+            data_variable = main_nc[self.PFT_name]
+            if self.region_id > 0:
+                self.reg_name = "reg_id" + str(self.region_id)
+                region_var = main_nc['region_id']
+                data_variable = data_variable.where(region_var == self.region_id)
+                mask_data = region_var.to_dataframe()
+                mask_data.reset_index(inplace=True)
+                mask_data = mask_data[mask_data['region_id'] == self.region_id]
+                min_lat = mask_data["latitude"].min()
+                max_lat = mask_data["latitude"].max()
+                max_lon = mask_data["longitude"].max()
+                min_lon = mask_data["longitude"].min()
+            long_name = data_variable.attrs['long_name']
+            masked_data = np.ma.masked_where(np.logical_or(np.isnan(data_variable), data_variable < 0.01),
+                                             data_variable)
+
+            fig, ax = plt.subplots()
+            cax = ax.imshow(masked_data, cmap='viridis', aspect='auto', origin='upper', vmin=0.05, vmax=1)
+            cbar = fig.colorbar(cax)
+            ax.set_xlabel('Longitude')
+            ax.set_ylabel('Latitude')
+            ax.set_title('Values for- ' + long_name + ' in year ' + year + ' in ' + sce_attribute)
+            output_filename = self.out_path + long_name + "_" + sce_attribute + year + self.reg_name + ".jpg"
+            plt.savefig(output_filename, dpi=300, bbox_inches='tight')
+            print("Done processing LT- " + long_name + " in year " + year + " in sce " + sce_attribute)
+            plt.close()
+
+# if __name__ == "__main__":
+#    folder_path = "C:/Projects/demeter_EPPA/outputs/*"
+#    PFT_name = "PFT0"
+#    region_id = 0
+#    out_path = "C:/Projects/EPPA_plots/"
+
+#    plotter = LandCoverPlotter(folder_path, PFT_name, region_id, out_path)
diff --git a/processing_scripts/demeter_post_process_example.py b/processing_scripts/demeter_post_process_example.py
new file mode 100644
index 0000000..1ee81bd
--- /dev/null
+++ b/processing_scripts/demeter_post_process_example.py
@@ -0,0 +1,19 @@
+from demeter.post_process import demeter_plotter as plotter
+from demeter.post_process import Post_process_results as proc
+
+# Example on how to run post process results
+folder_path = "C:/Projects/demeter_EPPA/outputs/*"
+output_file = 'C:/Projects/EPPA_demeter_region_wise_test.csv'
+processor = proc.DataProcessor(folder_path, resolution=0.5)
+
+# Process files and save the concatenated DataFrame
+processor.process_files()
+processor.concatenate_and_save(output_file)
+
+# Example on how to run plotter
+folder_path = "C:/Projects/demeter_EPPA/outputs/*"
+PFT_name = "PFT9"
+region_id = 0
+out_path = "C:/Projects/EPPA_plots/"
+
+plotter = plotter.LandCoverPlotter(folder_path, PFT_name, region_id, out_path)

From 7b41a5f8ec98ca622aa4a079beca4aa94be79704 Mon Sep 17 00:00:00 2001
From: Kanishka Narayan <37234086+kanishkan91@users.noreply.github.com>
Date: Mon, 21 Aug 2023 11:59:00 -0400
Subject: [PATCH 5/7] Add batch processing

---
 .../demeter_processing_batch.py               | 50 +++++++++++++++++++
 1 file changed, 50 insertions(+)
 create mode 100644 processing_scripts/demeter_processing_batch.py

diff --git a/processing_scripts/demeter_processing_batch.py b/processing_scripts/demeter_processing_batch.py
new file mode 100644
index 0000000..f153893
--- /dev/null
+++ b/processing_scripts/demeter_processing_batch.py
@@ -0,0 +1,50 @@
+import demeter
+import glob
+from configobj import ConfigObj
+import time
+
+
+# First generate all config_files
+folder_path = "C:/Projects/demeter_EPPA/inputs/projected"
+
+csv_files = glob.glob(folder_path + "/*.csv")
+
+config_file = 'C:/Projects/demeter_EPPA/unharmonized_eppa_bau.ini'
+config = ConfigObj(config_file)
+
+
+for name in csv_files:
+    new_csv = name.replace(".csv", "")
+    new_csv = new_csv.replace(str(folder_path), "")
+    new_csv = new_csv.replace("\\", "")
+
+    config['INPUTS']['PROJECTED']['projected_lu_file']= new_csv+".csv"
+    config['PARAMS']['scenario'] = new_csv
+
+
+    config.filename="C:/Projects/demeter_EPPA/config_files/" + new_csv + '.ini'
+    config.write()
+
+print("Done generating files for EPPA run!")
+
+config_folder_path = "C:/Projects/demeter_EPPA/config_files/"
+configfiles = glob.glob(config_folder_path + "/*.ini")
+#configfiles= configfiles[1]
+
+for i in configfiles:
+    config_file = i
+    config_file = config_file.replace("\\","/")
+    #print(config_file)
+# demeter.get_package_data("C:/Projects/")
+
+# run all time steps
+    from demeter import run_model
+    run_model(config_file=config_file,
+          write_outputs=True,
+          write_logfile=False)
+    print("Ran scenario- "+ config_file)
+    time.sleep(1)
+
+print("Ran all EPPA scenarios stored in projected folder!")
+
+

From 8de9509c43f8e12b0f9ed7c7409621d0a42dd69e Mon Sep 17 00:00:00 2001
From: Kanishka Narayan <37234086+kanishkan91@users.noreply.github.com>
Date: Tue, 22 Aug 2023 11:41:03 -0400
Subject: [PATCH 6/7] Final edits before merge

1. Adding netcdf4 as requirement
2.  Adding additional instructions for Rdemeter
---
 R_interface/README.md                         | 32 ++++++++++++++++++-
 .../demeter_post_process_example.py           |  5 +--
 setup.py                                      |  3 +-
 3 files changed, 36 insertions(+), 4 deletions(-)

diff --git a/R_interface/README.md b/R_interface/README.md
index df8fca0..798f2a7 100644
--- a/R_interface/README.md
+++ b/R_interface/README.md
@@ -1,2 +1,32 @@
 # Rdemeter
-This is an R interface for demeter. 
+
+This is an R interface for demeter.
+
+To use the R functionality, please use the code below by activating the R proj file.
+
+User will first have to ensure that the python version of demeter is installed.
+
+After that, user can run the below to intialize Rdemeter. Note that the user will need to install the `reticulate` R
+package.
+
+```R
+
+devtools::load_all(.)
+Rdemeter <- port_model_to_R(model_name="demeter",
+                             path_to_python="where python for demeter is installed")
+```
+
+After this, the user can access any function from demeter in the `Rdemeter` object, by using `Rdemeter$function_name`.
+User can also make use of the convenience function below to pass a demeter config file from R-
+
+```R
+
+run_demeter_R(path_to_inputs=" Add path to config here",
+              write_outputs=TRUE)
+
+```
+
+
+
+
+
diff --git a/processing_scripts/demeter_post_process_example.py b/processing_scripts/demeter_post_process_example.py
index 1ee81bd..5f90687 100644
--- a/processing_scripts/demeter_post_process_example.py
+++ b/processing_scripts/demeter_post_process_example.py
@@ -1,4 +1,3 @@
-from demeter.post_process import demeter_plotter as plotter
 from demeter.post_process import Post_process_results as proc
 
 # Example on how to run post process results
@@ -12,8 +11,10 @@
 
 # Example on how to run plotter
 folder_path = "C:/Projects/demeter_EPPA/outputs/*"
-PFT_name = "PFT9"
+PFT_name = "PFT1"
 region_id = 0
 out_path = "C:/Projects/EPPA_plots/"
 
+from demeter.post_process import demeter_plotter as plotter
+
 plotter = plotter.LandCoverPlotter(folder_path, PFT_name, region_id, out_path)
diff --git a/setup.py b/setup.py
index 74d52e8..09f0c1c 100644
--- a/setup.py
+++ b/setup.py
@@ -25,6 +25,7 @@ def readme():
                       'scipy >=1.6.3',
                       'requests>=2.20.0',
                       'gcamreader>=1.2.5',
-                      'xarray >= 0.20.2'],
+                      'xarray >= 0.20.2',
+                      'netcdf4>= 1.6.4'],
     include_package_data=True
 )

From c244779f911a89c0e63ad08ea1a5ca068b99933a Mon Sep 17 00:00:00 2001
From: Kanishka Narayan <37234086+kanishkan91@users.noreply.github.com>
Date: Tue, 22 Aug 2023 11:49:44 -0400
Subject: [PATCH 7/7] Last changes

---
 demeter/ncdf_conversion.py | 58 ++++++++++++++++++--------------------
 setup.py                   |  2 +-
 2 files changed, 29 insertions(+), 31 deletions(-)

diff --git a/demeter/ncdf_conversion.py b/demeter/ncdf_conversion.py
index fb34106..585cacb 100644
--- a/demeter/ncdf_conversion.py
+++ b/demeter/ncdf_conversion.py
@@ -6,8 +6,6 @@
 from scipy import stats
 
 
-
-
 class DemeterToNetcdf:
     """Convert Demeter output files to a NetCDF file.
 
@@ -34,11 +32,11 @@ def __init__(self,
                  ymin: float = -90,
                  ymax: float = 90,
                  resolution: float = 0.05,
-                 regrid_resolution: float= 0.05,
-                 project_name: str = "im3",
+                 regrid_resolution: float = 0.05,
+                 project_name: str = "demeter",
                  scenario_name: str = "",
-                 demeter_version: str = "1.31",
-                 csv_input= True,
+                 demeter_version: str = "2.0.0",
+                 csv_input=True,
                  df=pd.DataFrame(data=None, columns=['a'])):
 
         self.base_year_file = base_year_file
@@ -46,7 +44,7 @@ def __init__(self,
         self.project_name = project_name
         self.scenario_name = scenario_name
         self.demeter_version = demeter_version
-        self.csv_input= csv_input
+        self.csv_input = csv_input
         self.df = df
         self.regrid_resolution = regrid_resolution
         self.regrid = False
@@ -153,7 +151,7 @@ def process_output(self,
 
         # read in outputs to a data frame
         if self.csv_input:
-           lu_file = pd.read_csv(target_file_name, index_col=False)
+            lu_file = pd.read_csv(target_file_name, index_col=False)
         else:
             print("Reading ncdf data from array")
             lu_file = self.df
@@ -161,7 +159,7 @@ def process_output(self,
         lu_file_for_col = lu_file.drop(['latitude', 'longitude'], axis=1)
 
         columns = lu_file_for_col.columns
-        PFT_index =-1
+        PFT_index = -1
         for index, i in enumerate(columns):
 
             print(f"Processing LT for ncdf : {i} in year {target_year} in scenario {self.scenario_name}")
@@ -187,25 +185,26 @@ def process_output(self,
             temp_lu_file = temp_lu_file.set_index(['lat', 'lon'])
 
             ds = temp_lu_file.to_xarray()
-            ds = ds.sortby(['lat','lon'])
+            ds = ds.sortby(['lat', 'lon'])
 
             if self.resolution != self.regrid_resolution:
                 self.regrid = True
 
             if self.regrid:
-               print("Regridding option selected for NCDFs. Regridding to "+ str(self.regrid_resolution)+ " degrees.")
+                print(
+                    "Regridding option selected for NCDFs. Regridding to " + str(self.regrid_resolution) + " degrees.")
 
-               ds = ds.groupby_bins("lon",self.longitude_regrid_list).mean()
-               ds = ds.groupby_bins("lat", self.latitude_regrid_list).mean()
+                ds = ds.groupby_bins("lon", self.longitude_regrid_list).mean()
+                ds = ds.groupby_bins("lat", self.latitude_regrid_list).mean()
 
-               ds=ds.rename({'lat_bins':'lat',
-                             'lon_bins':'lon'})
-               ds = ds.reindex(lat=self.latitude_regrid_list,
-                               lon=self.longitude_regrid_list)
+                ds = ds.rename({'lat_bins': 'lat',
+                                'lon_bins': 'lon'})
+                ds = ds.reindex(lat=self.latitude_regrid_list,
+                                lon=self.longitude_regrid_list)
 
             else:
-               ds = ds.reindex(lat=self.latitude_list,
-                               lon=self.longitude_list)
+                ds = ds.reindex(lat=self.latitude_list,
+                                lon=self.longitude_list)
             # define encoding here
             encoding = {str(i): DemeterToNetcdf.COMPRESSION_PARAMETERS}
 
@@ -220,10 +219,10 @@ def process_output(self,
 
                 ds[i].attrs["long_name"] = i
 
-                if i not in ["region_id", "basin_id","water"]:
-                   ds = ds.rename({i: f"PFT{PFT_index+1}"})
-                   encoding = {f"PFT{PFT_index+1}": DemeterToNetcdf.COMPRESSION_PARAMETERS}
-                   PFT_index = PFT_index+1
+                if i not in ["region_id", "basin_id", "water"]:
+                    ds = ds.rename({i: f"PFT{PFT_index + 1}"})
+                    encoding = {f"PFT{PFT_index + 1}": DemeterToNetcdf.COMPRESSION_PARAMETERS}
+                    PFT_index = PFT_index + 1
                 ds.to_netcdf(output_file_path,
                              mode="a",
                              encoding=encoding,
@@ -238,7 +237,8 @@ def process_output(self,
                 ds.attrs['coordinate_reference_system'] = "EPSG : 4326"
                 ds.attrs['demeter_version'] = self.demeter_version
                 ds.attrs['creation_date'] = str(date.today())
-                ds.attrs['other_info'] = "Includes 32 land types from CLM, water fraction and GCAM region name and basin ID"
+                ds.attrs[
+                    'other_info'] = "Includes 32 land types from CLM, water fraction and GCAM region name and basin ID"
                 # TODO Citation of GCAM version
                 # TODO citaion of demeter
 
@@ -247,15 +247,13 @@ def process_output(self,
                 ds = ds.rename({"lat": "latitude",
                                 "lon": "longitude"})
 
-                if i not in ["region_id", "basin_id","water"]:
-                    ds = ds.rename({i: f"PFT{PFT_index+1}"})
-                    encoding = {f"PFT{PFT_index+1}": DemeterToNetcdf.COMPRESSION_PARAMETERS}
-                    PFT_index = PFT_index +1
+                if i not in ["region_id", "basin_id", "water"]:
+                    ds = ds.rename({i: f"PFT{PFT_index + 1}"})
+                    encoding = {f"PFT{PFT_index + 1}": DemeterToNetcdf.COMPRESSION_PARAMETERS}
+                    PFT_index = PFT_index + 1
                 ds.to_netcdf(output_file_path,
                              encoding=encoding,
                              engine='netcdf4',
                              format='NETCDF4')
 
         return ds
-
-
diff --git a/setup.py b/setup.py
index 09f0c1c..6c89f52 100644
--- a/setup.py
+++ b/setup.py
@@ -9,7 +9,7 @@ def readme():
 
 setup(
     name='demeter',
-    version='1.3.1',
+    version='2.0.0',
     python_requires=">=3.7.1",
     packages=find_packages(),
     url='https://github.com/JGCRI/demeter',