From 9f01d15c9252d11770457272413626418347cfc4 Mon Sep 17 00:00:00 2001 From: Cameron Kruse <14115927+cameronkruse@users.noreply.github.com> Date: Thu, 7 Dec 2023 13:26:44 -0800 Subject: [PATCH] updating crop processing notebook --- data/crop-data-processing.ipynb | 10783 +++++++++++++++--------------- 1 file changed, 5378 insertions(+), 5405 deletions(-) diff --git a/data/crop-data-processing.ipynb b/data/crop-data-processing.ipynb index 5b64fad..888b548 100644 --- a/data/crop-data-processing.ipynb +++ b/data/crop-data-processing.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -38,16 +38,7 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "grid.explore()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -67,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -93,7 +84,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -122,7 +113,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -151,7 +142,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -190,7 +181,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -762,7 +753,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -1136,7 +1127,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -17861,7 +17852,7 @@ "[10235 rows x 829 columns]" ] }, - "execution_count": 9, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -17872,7 +17863,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -17882,7 +17873,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -18312,7 +18303,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -18337,213 +18328,213 @@ " \n", " \n", " geometry\n", - " yield_africaneggplant_historical\n", - " biomass_fonio_future_ssp370\n", - " duration_tef_future_ssp126\n", - " duration_mungbean_future_ssp370\n", - " yield_pigeonpea_historical\n", - " biomass_okra_future_ssp126\n", - " duration_fonio_historical\n", - " yield_pigeonpea_future_ssp126\n", - " biomass_sweetpotato_future_ssp370\n", - " duration_maize_future_ssp126\n", - " duration_sorghum_historical\n", - " yield_cocoyam_future_ssp126\n", - " yield_groundnut_historical\n", - " yield_yams_future_ssp126\n", - " biomass_cowpea_future_ssp126\n", - " biomass_sesame_historical\n", - " yield_groundnut_future_ssp126\n", + " yield_yams_historical\n", " biomass_soybean_future_ssp126\n", - " yield_maize_historical\n", - " duration_lablab_historical\n", - " biomass_okra_historical\n", - " biomass_africaneggplant_historical\n", - " duration_fingermillet_future_ssp370\n", - " yield_sorghum_future_ssp370\n", - " duration_tomato_future_ssp370\n", - " duration_josephscoat_future_ssp370\n", - " yield_cowpea_historical\n", - " duration_yams_future_ssp370\n", + " duration_sesame_future_ssp370\n", + " yield_cocoyam_future_ssp370\n", + " yield_mungbean_future_ssp126\n", + " duration_okra_future_ssp126\n", + " yield_pigeonpea_historical\n", " biomass_pigeonpea_historical\n", - " yield_grasspea_historical\n", - " yield_taro_future_ssp370\n", - " yield_bambaragroundnut_future_ssp370\n", - " yield_cowpea_future_ssp370\n", - " biomass_cassava_future_ssp126\n", - " duration_cassava_future_ssp370\n", - " duration_groundnut_future_ssp126\n", - " duration_okra_historical\n", - " duration_africaneggplant_future_ssp370\n", - " yield_okra_future_ssp126\n", + " duration_pigeonpea_future_ssp370\n", + " duration_mungbean_historical\n", " biomass_pigeonpea_future_ssp126\n", - " duration_bambaragroundnut_future_ssp370\n", - " biomass_taro_future_ssp126\n", + " yield_cocoyam_future_ssp126\n", + " duration_mungbean_future_ssp370\n", + " yield_sweetpotato_historical\n", " yield_yams_future_ssp370\n", + " yield_soybean_future_ssp126\n", + " biomass_maize_future_ssp126\n", + " duration_tomato_future_ssp126\n", + " duration_fingermillet_historical\n", + " duration_maize_historical\n", + " duration_groundnut_future_ssp126\n", + " duration_maize_future_ssp370\n", + " duration_cassava_future_ssp126\n", + " duration_sorghum_future_ssp370\n", + " biomass_pigeonpea_future_ssp370\n", + " biomass_sesame_future_ssp370\n", + " biomass_sweetpotato_future_ssp126\n", + " duration_okra_historical\n", + " biomass_cocoyam_future_ssp370\n", + " duration_cassava_future_ssp370\n", + " yield_fingermillet_future_ssp126\n", + " biomass_tef_future_ssp370\n", + " biomass_cassava_historical\n", " biomass_soybean_future_ssp370\n", - " yield_taro_future_ssp126\n", - " duration_pigeonpea_future_ssp126\n", - " duration_cowpea_historical\n", - " yield_fonio_historical\n", - " duration_grasspea_future_ssp126\n", - " biomass_lablab_future_ssp370\n", - " biomass_fingermillet_historical\n", - " yield_fonio_future_ssp370\n", + " yield_sorghum_future_ssp370\n", + " biomass_cocoyam_historical\n", + " yield_groundnut_historical\n", + " biomass_josephscoat_future_ssp126\n", + " biomass_cocoyam_future_ssp126\n", + " yield_africaneggplant_historical\n", + " biomass_josephscoat_future_ssp370\n", + " duration_africaneggplant_future_ssp370\n", " duration_africaneggplant_historical\n", - " yield_yams_historical\n", - " biomass_cassava_historical\n", - " yield_grasspea_future_ssp126\n", - " yield_sesame_future_ssp126\n", - " yield_fingermillet_future_ssp370\n", - " yield_tomato_future_ssp126\n", - " biomass_cocoyam_future_ssp370\n", + " biomass_cassava_future_ssp126\n", + " duration_yams_future_ssp370\n", + " biomass_fonio_future_ssp370\n", + " duration_fingermillet_future_ssp126\n", + " yield_bambaragroundnut_future_ssp370\n", + " biomass_yams_future_ssp126\n", + " biomass_tef_future_ssp126\n", + " yield_tef_historical\n", + " duration_cocoyam_future_ssp126\n", + " yield_tef_future_ssp370\n", " duration_cowpea_future_ssp126\n", - " biomass_maize_future_ssp126\n", + " duration_sorghum_historical\n", + " biomass_sweetpotato_future_ssp370\n", + " yield_josephscoat_future_ssp370\n", " duration_josephscoat_historical\n", - " biomass_fonio_future_ssp126\n", - " yield_soybean_future_ssp126\n", - " duration_grasspea_historical\n", - " duration_groundnut_historical\n", - " biomass_josephscoat_future_ssp126\n", - " biomass_sorghum_future_ssp370\n", - " biomass_lablab_future_ssp126\n", - " duration_okra_future_ssp126\n", - " yield_sorghum_historical\n", - " duration_pigeonpea_historical\n", - " yield_cassava_historical\n", - " yield_cowpea_future_ssp126\n", - " biomass_maize_historical\n", - " biomass_fonio_historical\n", - " duration_cocoyam_future_ssp370\n", - " duration_cocoyam_historical\n", - " biomass_tef_future_ssp370\n", - " yield_fonio_future_ssp126\n", - " duration_taro_historical\n", + " yield_sesame_future_ssp126\n", + " biomass_okra_future_ssp370\n", + " duration_soybean_historical\n", " biomass_taro_future_ssp370\n", - " duration_sesame_historical\n", - " biomass_soybean_historical\n", - " yield_fingermillet_historical\n", - " duration_taro_future_ssp126\n", - " yield_tef_future_ssp370\n", + " yield_sesame_future_ssp370\n", " biomass_sorghum_historical\n", - " yield_soybean_historical\n", - " yield_lablab_future_ssp370\n", - " biomass_sorghum_future_ssp126\n", + " duration_tef_future_ssp126\n", " duration_tef_historical\n", - " duration_tomato_future_ssp126\n", - " yield_tomato_future_ssp370\n", " biomass_cassava_future_ssp370\n", - " duration_fingermillet_future_ssp126\n", - " duration_lablab_future_ssp126\n", - " biomass_sesame_future_ssp126\n", - " biomass_tef_future_ssp126\n", - " duration_cassava_historical\n", + " yield_soybean_future_ssp370\n", + " yield_okra_historical\n", + " duration_cocoyam_future_ssp370\n", + " biomass_soybean_historical\n", + " yield_cowpea_historical\n", + " biomass_africaneggplant_future_ssp126\n", + " biomass_sesame_historical\n", + " duration_lablab_future_ssp370\n", + " biomass_grasspea_historical\n", + " duration_grasspea_historical\n", + " yield_pigeonpea_future_ssp126\n", + " duration_fonio_future_ssp370\n", + " yield_grasspea_future_ssp370\n", " yield_pigeonpea_future_ssp370\n", - " yield_okra_future_ssp370\n", - " yield_groundnut_future_ssp370\n", - " duration_pigeonpea_future_ssp370\n", - " yield_josephscoat_historical\n", - " duration_fingermillet_historical\n", - " biomass_taro_historical\n", + " duration_grasspea_future_ssp126\n", + " duration_fingermillet_future_ssp370\n", " yield_cassava_future_ssp126\n", + " biomass_africaneggplant_historical\n", + " duration_tef_future_ssp370\n", " biomass_grasspea_future_ssp370\n", - " duration_tomato_historical\n", - " duration_cowpea_future_ssp370\n", - " biomass_sesame_future_ssp370\n", + " duration_groundnut_historical\n", + " duration_bambaragroundnut_historical\n", + " yield_grasspea_future_ssp126\n", + " duration_africaneggplant_future_ssp126\n", + " yield_cassava_future_ssp370\n", " biomass_yams_historical\n", - " biomass_groundnut_future_ssp126\n", - " biomass_tomato_historical\n", - " yield_mungbean_historical\n", - " duration_lablab_future_ssp370\n", - " biomass_africaneggplant_future_ssp126\n", - " duration_soybean_historical\n", - " biomass_yams_future_ssp126\n", - " yield_josephscoat_future_ssp370\n", - " biomass_josephscoat_future_ssp370\n", - " biomass_africaneggplant_future_ssp370\n", - " biomass_sweetpotato_future_ssp126\n", + " yield_taro_future_ssp370\n", + " biomass_fonio_future_ssp126\n", + " biomass_mungbean_historical\n", + " yield_cowpea_future_ssp370\n", + " duration_sweetpotato_future_ssp370\n", + " yield_bambaragroundnut_historical\n", + " yield_maize_future_ssp126\n", + " yield_africaneggplant_future_ssp370\n", + " yield_maize_historical\n", + " yield_soybean_historical\n", + " duration_mungbean_future_ssp126\n", + " biomass_fingermillet_future_ssp126\n", + " duration_sesame_future_ssp126\n", + " biomass_fonio_historical\n", + " biomass_okra_future_ssp126\n", + " duration_cocoyam_historical\n", + " yield_tomato_historical\n", + " duration_taro_historical\n", + " biomass_maize_historical\n", + " duration_lablab_historical\n", " biomass_yams_future_ssp370\n", - " duration_cocoyam_future_ssp126\n", - " yield_cocoyam_future_ssp370\n", - " duration_taro_future_ssp370\n", - " duration_maize_historical\n", - " biomass_lablab_historical\n", - " duration_sweetpotato_future_ssp126\n", - " duration_sweetpotato_historical\n", + " biomass_bambaragroundnut_future_ssp370\n", + " yield_mungbean_historical\n", + " biomass_mungbean_future_ssp370\n", " yield_tef_future_ssp126\n", - " biomass_grasspea_historical\n", + " biomass_lablab_future_ssp126\n", + " biomass_josephscoat_historical\n", + " duration_tomato_future_ssp370\n", + " biomass_fingermillet_future_ssp370\n", + " yield_cassava_historical\n", + " duration_fonio_future_ssp126\n", + " biomass_tomato_historical\n", " yield_africaneggplant_future_ssp126\n", - " duration_sweetpotato_future_ssp370\n", - " biomass_cocoyam_historical\n", - " duration_bambaragroundnut_historical\n", - " duration_sesame_future_ssp370\n", - " yield_sweetpotato_future_ssp126\n", - " duration_sorghum_future_ssp126\n", - " biomass_tomato_future_ssp370\n", - " biomass_mungbean_historical\n", - " biomass_maize_future_ssp370\n", - " biomass_bambaragroundnut_future_ssp126\n", - " biomass_cowpea_historical\n", - " duration_cassava_future_ssp126\n", - " yield_grasspea_future_ssp370\n", - " yield_fingermillet_future_ssp126\n", - " yield_cassava_future_ssp370\n", - " yield_tef_historical\n", - " biomass_okra_future_ssp370\n", - " yield_bambaragroundnut_future_ssp126\n", - " duration_fonio_future_ssp126\n", - " yield_okra_historical\n", - " duration_sorghum_future_ssp370\n", - " yield_sweetpotato_historical\n", - " duration_sesame_future_ssp126\n", - " biomass_grasspea_future_ssp126\n", - " yield_taro_historical\n", - " duration_maize_future_ssp370\n", - " duration_okra_future_ssp370\n", - " biomass_mungbean_future_ssp126\n", - " biomass_fingermillet_future_ssp370\n", - " yield_lablab_future_ssp126\n", - " duration_soybean_future_ssp126\n", - " biomass_tef_historical\n", - " yield_sorghum_future_ssp126\n", + " biomass_lablab_historical\n", " biomass_groundnut_historical\n", - " yield_sesame_future_ssp370\n", - " yield_tomato_historical\n", + " biomass_bambaragroundnut_future_ssp126\n", " yield_cocoyam_historical\n", - " yield_maize_future_ssp370\n", - " duration_mungbean_historical\n", - " yield_soybean_future_ssp370\n", + " biomass_tef_historical\n", + " yield_fingermillet_historical\n", + " yield_fingermillet_future_ssp370\n", + " yield_taro_future_ssp126\n", + " duration_josephscoat_future_ssp370\n", " biomass_tomato_future_ssp126\n", - " yield_lablab_historical\n", + " duration_cowpea_historical\n", + " yield_groundnut_future_ssp370\n", + " duration_lablab_future_ssp126\n", + " duration_bambaragroundnut_future_ssp370\n", + " biomass_tomato_future_ssp370\n", + " yield_sweetpotato_future_ssp370\n", + " yield_josephscoat_historical\n", + " duration_fonio_historical\n", + " yield_tomato_future_ssp370\n", + " duration_tomato_historical\n", + " yield_lablab_future_ssp370\n", + " duration_sweetpotato_future_ssp126\n", + " yield_okra_future_ssp370\n", + " yield_fonio_future_ssp126\n", + " biomass_cowpea_future_ssp126\n", + " duration_taro_future_ssp126\n", + " yield_okra_future_ssp126\n", + " yield_fonio_historical\n", + " duration_groundnut_future_ssp370\n", + " biomass_fingermillet_historical\n", + " yield_yams_future_ssp126\n", + " yield_grasspea_historical\n", + " biomass_sesame_future_ssp126\n", + " biomass_grasspea_future_ssp126\n", + " biomass_groundnut_future_ssp370\n", " duration_josephscoat_future_ssp126\n", - " duration_mungbean_future_ssp126\n", + " duration_pigeonpea_future_ssp126\n", + " yield_sorghum_future_ssp126\n", + " biomass_cowpea_future_ssp370\n", + " biomass_taro_historical\n", + " yield_mungbean_future_ssp370\n", " biomass_sweetpotato_historical\n", + " yield_tomato_future_ssp126\n", + " yield_fonio_future_ssp370\n", + " duration_maize_future_ssp126\n", + " yield_bambaragroundnut_future_ssp126\n", + " biomass_okra_historical\n", + " duration_pigeonpea_historical\n", + " biomass_sorghum_future_ssp370\n", + " yield_sorghum_historical\n", + " biomass_taro_future_ssp126\n", + " yield_maize_future_ssp370\n", + " duration_yams_future_ssp126\n", " duration_grasspea_future_ssp370\n", - " duration_fonio_future_ssp370\n", - " yield_maize_future_ssp126\n", - " yield_sweetpotato_future_ssp370\n", - " biomass_josephscoat_historical\n", - " biomass_bambaragroundnut_historical\n", - " biomass_cocoyam_future_ssp126\n", - " yield_mungbean_future_ssp370\n", - " duration_africaneggplant_future_ssp126\n", - " yield_josephscoat_future_ssp126\n", - " yield_sesame_historical\n", " duration_soybean_future_ssp370\n", - " biomass_bambaragroundnut_future_ssp370\n", - " duration_tef_future_ssp370\n", - " biomass_fingermillet_future_ssp126\n", - " biomass_mungbean_future_ssp370\n", - " yield_mungbean_future_ssp126\n", + " yield_cowpea_future_ssp126\n", + " yield_lablab_future_ssp126\n", + " duration_cowpea_future_ssp370\n", " duration_yams_historical\n", - " biomass_groundnut_future_ssp370\n", - " biomass_cowpea_future_ssp370\n", - " yield_africaneggplant_future_ssp370\n", - " duration_yams_future_ssp126\n", + " duration_taro_future_ssp370\n", + " biomass_mungbean_future_ssp126\n", + " yield_sweetpotato_future_ssp126\n", + " biomass_groundnut_future_ssp126\n", + " duration_cassava_historical\n", + " duration_sesame_historical\n", + " biomass_lablab_future_ssp370\n", + " duration_soybean_future_ssp126\n", " duration_bambaragroundnut_future_ssp126\n", - " duration_groundnut_future_ssp370\n", - " yield_bambaragroundnut_historical\n", - " biomass_pigeonpea_future_ssp370\n", + " biomass_sorghum_future_ssp126\n", + " biomass_africaneggplant_future_ssp370\n", + " duration_sorghum_future_ssp126\n", + " yield_groundnut_future_ssp126\n", + " duration_sweetpotato_historical\n", + " yield_sesame_historical\n", + " biomass_cowpea_historical\n", + " yield_taro_historical\n", + " biomass_bambaragroundnut_historical\n", + " duration_okra_future_ssp370\n", + " yield_lablab_historical\n", + " biomass_maize_future_ssp370\n", + " yield_josephscoat_future_ssp126\n", " \n", " \n", " \n", @@ -18552,37 +18543,39 @@ " POINT (19.25000 -34.25000)\n", " NaN\n", " NaN\n", - " 91.0\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 1637.362\n", - " 79.259\n", - " 58.694\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 671.448\n", " NaN\n", - " 135.060\n", " NaN\n", + " 422.716\n", " NaN\n", " NaN\n", + " 82.690\n", " NaN\n", - " 130.116\n", + " 78.414\n", " NaN\n", + " 56.938\n", " NaN\n", " NaN\n", + " 1404.819\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 3604.033\n", " NaN\n", " NaN\n", + " 130.116\n", " NaN\n", " NaN\n", " NaN\n", @@ -18597,8 +18590,13 @@ " NaN\n", " NaN\n", " NaN\n", + " 3159.784\n", + " 702.858\n", " NaN\n", + " 973.117\n", " NaN\n", + " 58.694\n", + " 1637.362\n", " NaN\n", " NaN\n", " NaN\n", @@ -18606,30 +18604,29 @@ " NaN\n", " NaN\n", " NaN\n", + " 290.806\n", + " 91.0\n", + " 91.0\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 422.716\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 382.660\n", " NaN\n", " NaN\n", - " 98.852\n", " NaN\n", " NaN\n", " NaN\n", - " 397.146\n", " NaN\n", " NaN\n", " NaN\n", - " 3604.033\n", + " 91.0\n", " NaN\n", " NaN\n", " NaN\n", @@ -18637,19 +18634,17 @@ " NaN\n", " NaN\n", " NaN\n", - " 973.117\n", - " 290.806\n", " NaN\n", " NaN\n", - " 320.402\n", - " 91.0\n", " NaN\n", " NaN\n", + " 80.707\n", " NaN\n", + " 143.724\n", " NaN\n", + " 135.060\n", " NaN\n", " NaN\n", - " 3159.784\n", " NaN\n", " NaN\n", " NaN\n", @@ -18657,11 +18652,13 @@ " NaN\n", " NaN\n", " NaN\n", + " 397.146\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 853.100\n", " NaN\n", " NaN\n", " NaN\n", @@ -18674,88 +18671,82 @@ " NaN\n", " NaN\n", " NaN\n", - " 1404.819\n", + " 2603.267\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 82.690\n", " NaN\n", - " 82.078\n", - " 85.258\n", - " 853.100\n", " NaN\n", " NaN\n", - " 80.707\n", " NaN\n", " NaN\n", " NaN\n", - " 842.922\n", - " 56.956\n", + " 982.414\n", " NaN\n", " NaN\n", - " 496.052\n", " NaN\n", " NaN\n", " NaN\n", + " 82.078\n", " NaN\n", " NaN\n", " NaN\n", - " 702.858\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 56.938\n", - " 671.448\n", " NaN\n", " NaN\n", " NaN\n", - " 78.414\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 2603.267\n", " 108.938\n", " NaN\n", " NaN\n", " NaN\n", + " 1119.138\n", " NaN\n", - " 168.612\n", " NaN\n", + " 79.259\n", " NaN\n", " NaN\n", " NaN\n", + " 382.660\n", + " 98.852\n", " NaN\n", + " 168.612\n", " NaN\n", - " 1119.138\n", " NaN\n", " NaN\n", - " 143.724\n", - " 982.414\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 842.922\n", " NaN\n", " NaN\n", " NaN\n", - " 91.0\n", " NaN\n", " NaN\n", " NaN\n", + " 320.402\n", " NaN\n", + " 56.956\n", " NaN\n", + " 85.258\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 496.052\n", " NaN\n", " \n", " \n", @@ -18763,37 +18754,39 @@ " POINT (19.75000 -34.25000)\n", " NaN\n", " NaN\n", - " 91.0\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 1547.845\n", - " 77.750\n", - " 57.315\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 671.328\n", " NaN\n", - " 104.276\n", " NaN\n", + " 360.466\n", " NaN\n", " NaN\n", + " 80.948\n", " NaN\n", - " 120.080\n", + " 77.060\n", " NaN\n", + " 55.902\n", " NaN\n", " NaN\n", + " 1333.086\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 3071.992\n", " NaN\n", " NaN\n", + " 120.080\n", " NaN\n", " NaN\n", " NaN\n", @@ -18808,8 +18801,13 @@ " NaN\n", " NaN\n", " NaN\n", + " 2768.675\n", + " 620.567\n", " NaN\n", + " 829.417\n", " NaN\n", + " 57.315\n", + " 1547.845\n", " NaN\n", " NaN\n", " NaN\n", @@ -18817,30 +18815,29 @@ " NaN\n", " NaN\n", " NaN\n", + " 271.889\n", + " 91.0\n", + " 91.0\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 360.466\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 353.125\n", " NaN\n", " NaN\n", - " 92.454\n", " NaN\n", " NaN\n", " NaN\n", - " 306.716\n", " NaN\n", " NaN\n", " NaN\n", - " 3071.992\n", + " 91.0\n", " NaN\n", " NaN\n", " NaN\n", @@ -18848,19 +18845,17 @@ " NaN\n", " NaN\n", " NaN\n", - " 829.417\n", - " 271.889\n", " NaN\n", " NaN\n", - " 287.928\n", - " 91.0\n", " NaN\n", " NaN\n", + " 78.000\n", " NaN\n", + " 122.595\n", " NaN\n", + " 104.276\n", " NaN\n", " NaN\n", - " 2768.675\n", " NaN\n", " NaN\n", " NaN\n", @@ -18868,11 +18863,13 @@ " NaN\n", " NaN\n", " NaN\n", + " 306.716\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 747.484\n", " NaN\n", " NaN\n", " NaN\n", @@ -18885,88 +18882,82 @@ " NaN\n", " NaN\n", " NaN\n", - " 1333.086\n", + " 2298.433\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 80.948\n", " NaN\n", - " 79.181\n", - " 82.422\n", - " 747.484\n", " NaN\n", " NaN\n", - " 78.000\n", " NaN\n", " NaN\n", " NaN\n", - " 799.836\n", - " 55.768\n", + " 928.716\n", " NaN\n", " NaN\n", - " 421.474\n", " NaN\n", " NaN\n", " NaN\n", + " 79.181\n", " NaN\n", " NaN\n", " NaN\n", - " 620.567\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 55.902\n", - " 671.328\n", " NaN\n", " NaN\n", " NaN\n", - " 77.060\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 2298.433\n", " 97.884\n", " NaN\n", " NaN\n", " NaN\n", + " 1118.897\n", " NaN\n", - " 143.319\n", " NaN\n", + " 77.750\n", " NaN\n", " NaN\n", " NaN\n", + " 353.125\n", + " 92.454\n", " NaN\n", + " 143.319\n", " NaN\n", - " 1118.897\n", " NaN\n", " NaN\n", - " 122.595\n", - " 928.716\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 799.836\n", " NaN\n", " NaN\n", " NaN\n", - " 91.0\n", " NaN\n", " NaN\n", " NaN\n", + " 287.928\n", " NaN\n", + " 55.768\n", " NaN\n", + " 82.422\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 421.474\n", " NaN\n", " \n", " \n", @@ -18974,37 +18965,39 @@ " POINT (20.25000 -34.25000)\n", " NaN\n", " NaN\n", - " 91.0\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 1969.440\n", - " 73.974\n", - " 55.528\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 943.285\n", " NaN\n", - " 198.819\n", " NaN\n", + " 659.776\n", " NaN\n", " NaN\n", + " 77.543\n", " NaN\n", - " 156.938\n", + " 74.035\n", " NaN\n", + " 54.589\n", " NaN\n", " NaN\n", + " 1699.759\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 3622.617\n", " NaN\n", " NaN\n", + " 156.938\n", " NaN\n", " NaN\n", " NaN\n", @@ -19019,8 +19012,13 @@ " NaN\n", " NaN\n", " NaN\n", + " 3430.108\n", + " 800.558\n", " NaN\n", + " 978.133\n", " NaN\n", + " 55.528\n", + " 1969.440\n", " NaN\n", " NaN\n", " NaN\n", @@ -19028,30 +19026,29 @@ " NaN\n", " NaN\n", " NaN\n", + " 361.556\n", + " 91.0\n", + " 91.0\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 659.776\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 461.589\n", " NaN\n", " NaN\n", - " 122.954\n", " NaN\n", " NaN\n", " NaN\n", - " 584.733\n", " NaN\n", " NaN\n", " NaN\n", - " 3622.617\n", + " 91.0\n", " NaN\n", " NaN\n", " NaN\n", @@ -19059,19 +19056,17 @@ " NaN\n", " NaN\n", " NaN\n", - " 978.133\n", - " 361.556\n", " NaN\n", " NaN\n", - " 367.250\n", - " 91.0\n", " NaN\n", " NaN\n", + " 75.500\n", " NaN\n", + " 224.319\n", " NaN\n", + " 198.819\n", " NaN\n", " NaN\n", - " 3430.108\n", " NaN\n", " NaN\n", " NaN\n", @@ -19079,11 +19074,13 @@ " NaN\n", " NaN\n", " NaN\n", + " 584.733\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 926.125\n", " NaN\n", " NaN\n", " NaN\n", @@ -19096,88 +19093,82 @@ " NaN\n", " NaN\n", " NaN\n", - " 1699.759\n", + " 2964.841\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 77.543\n", " NaN\n", - " 75.957\n", - " 79.819\n", - " 926.125\n", " NaN\n", " NaN\n", - " 75.500\n", " NaN\n", " NaN\n", " NaN\n", - " 1019.862\n", - " 53.866\n", + " 1181.672\n", " NaN\n", " NaN\n", - " 823.664\n", " NaN\n", " NaN\n", " NaN\n", + " 75.957\n", " NaN\n", " NaN\n", " NaN\n", - " 800.558\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 54.589\n", - " 943.285\n", " NaN\n", " NaN\n", " NaN\n", - " 74.035\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 2964.841\n", " 124.893\n", " NaN\n", " NaN\n", " NaN\n", + " 1572.250\n", " NaN\n", - " 280.008\n", " NaN\n", + " 73.974\n", " NaN\n", " NaN\n", " NaN\n", + " 461.589\n", + " 122.954\n", " NaN\n", + " 280.008\n", " NaN\n", - " 1572.250\n", " NaN\n", " NaN\n", - " 224.319\n", - " 1181.672\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 1019.862\n", " NaN\n", " NaN\n", " NaN\n", - " 91.0\n", " NaN\n", " NaN\n", " NaN\n", + " 367.250\n", " NaN\n", + " 53.866\n", " NaN\n", + " 79.819\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 823.664\n", " NaN\n", " \n", " \n", @@ -19185,37 +19176,39 @@ " POINT (20.75000 -34.25000)\n", " NaN\n", " NaN\n", - " 91.0\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 2051.991\n", - " 74.233\n", - " 55.139\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 968.336\n", " NaN\n", - " 236.966\n", " NaN\n", + " 744.845\n", " NaN\n", " NaN\n", + " 77.767\n", " NaN\n", - " 153.072\n", + " 74.440\n", " NaN\n", + " 54.205\n", " NaN\n", " NaN\n", + " 1700.164\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 3590.200\n", " NaN\n", " NaN\n", + " 153.072\n", " NaN\n", " NaN\n", " NaN\n", @@ -19230,8 +19223,13 @@ " NaN\n", " NaN\n", " NaN\n", + " 3435.842\n", + " 815.808\n", " NaN\n", + " 969.350\n", " NaN\n", + " 55.139\n", + " 2051.991\n", " NaN\n", " NaN\n", " NaN\n", @@ -19239,30 +19237,29 @@ " NaN\n", " NaN\n", " NaN\n", + " 348.463\n", + " 91.0\n", + " 91.0\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 744.845\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 450.357\n", " NaN\n", " NaN\n", - " 118.454\n", " NaN\n", " NaN\n", " NaN\n", - " 697.164\n", " NaN\n", " NaN\n", " NaN\n", - " 3590.200\n", + " 91.0\n", " NaN\n", " NaN\n", " NaN\n", @@ -19270,19 +19267,17 @@ " NaN\n", " NaN\n", " NaN\n", - " 969.350\n", - " 348.463\n", " NaN\n", " NaN\n", - " 352.000\n", - " 91.0\n", " NaN\n", " NaN\n", + " 76.267\n", " NaN\n", + " 253.259\n", " NaN\n", + " 236.966\n", " NaN\n", " NaN\n", - " 3435.842\n", " NaN\n", " NaN\n", " NaN\n", @@ -19290,11 +19285,13 @@ " NaN\n", " NaN\n", " NaN\n", + " 697.164\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 927.650\n", " NaN\n", " NaN\n", " NaN\n", @@ -19307,88 +19304,82 @@ " NaN\n", " NaN\n", " NaN\n", - " 1700.164\n", + " 3021.475\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 77.767\n", " NaN\n", - " 76.250\n", - " 80.224\n", - " 927.650\n", " NaN\n", " NaN\n", - " 76.267\n", " NaN\n", " NaN\n", " NaN\n", - " 1020.095\n", - " 53.482\n", + " 1231.198\n", " NaN\n", " NaN\n", - " 881.681\n", " NaN\n", " NaN\n", " NaN\n", + " 76.250\n", " NaN\n", " NaN\n", " NaN\n", - " 815.808\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 54.205\n", - " 968.336\n", " NaN\n", " NaN\n", " NaN\n", - " 74.440\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 3021.475\n", " 119.732\n", " NaN\n", " NaN\n", " NaN\n", + " 1613.888\n", " NaN\n", - " 299.767\n", " NaN\n", + " 74.233\n", " NaN\n", " NaN\n", " NaN\n", + " 450.357\n", + " 118.454\n", " NaN\n", + " 299.767\n", " NaN\n", - " 1613.888\n", " NaN\n", " NaN\n", - " 253.259\n", - " 1231.198\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 1020.095\n", " NaN\n", " NaN\n", " NaN\n", - " 91.0\n", " NaN\n", " NaN\n", " NaN\n", + " 352.000\n", " NaN\n", + " 53.482\n", " NaN\n", + " 80.224\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 881.681\n", " NaN\n", " \n", " \n", @@ -19396,37 +19387,39 @@ " POINT (21.25000 -34.25000)\n", " NaN\n", " NaN\n", - " 91.0\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 1725.077\n", - " 74.259\n", - " 53.861\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 794.121\n", " NaN\n", - " 172.638\n", " NaN\n", + " 580.931\n", " NaN\n", " NaN\n", + " 77.362\n", " NaN\n", - " 120.170\n", + " 74.690\n", " NaN\n", + " 53.357\n", " NaN\n", " NaN\n", + " 1410.232\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 3320.442\n", " NaN\n", " NaN\n", + " 120.170\n", " NaN\n", " NaN\n", " NaN\n", @@ -19441,8 +19434,13 @@ " NaN\n", " NaN\n", " NaN\n", + " 3180.008\n", + " 766.792\n", " NaN\n", + " 896.500\n", " NaN\n", + " 53.861\n", + " 1725.077\n", " NaN\n", " NaN\n", " NaN\n", @@ -19450,30 +19448,29 @@ " NaN\n", " NaN\n", " NaN\n", + " 261.824\n", + " 91.0\n", + " 91.0\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 580.931\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 353.393\n", " NaN\n", " NaN\n", - " 89.009\n", " NaN\n", " NaN\n", " NaN\n", - " 507.776\n", " NaN\n", " NaN\n", " NaN\n", - " 3320.442\n", + " 91.0\n", " NaN\n", " NaN\n", " NaN\n", @@ -19481,19 +19478,17 @@ " NaN\n", " NaN\n", " NaN\n", - " 896.500\n", - " 261.824\n", " NaN\n", " NaN\n", - " 266.750\n", - " 91.0\n", " NaN\n", " NaN\n", + " 76.172\n", " NaN\n", + " 197.492\n", " NaN\n", + " 172.638\n", " NaN\n", " NaN\n", - " 3180.008\n", " NaN\n", " NaN\n", " NaN\n", @@ -19501,11 +19496,13 @@ " NaN\n", " NaN\n", " NaN\n", + " 507.776\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 858.617\n", " NaN\n", " NaN\n", " NaN\n", @@ -19518,88 +19515,82 @@ " NaN\n", " NaN\n", " NaN\n", - " 1410.232\n", + " 2840.092\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 77.362\n", " NaN\n", - " 75.793\n", - " 79.810\n", - " 858.617\n", " NaN\n", " NaN\n", - " 76.172\n", " NaN\n", " NaN\n", " NaN\n", - " 846.078\n", - " 52.312\n", + " 1035.034\n", " NaN\n", " NaN\n", - " 753.854\n", " NaN\n", " NaN\n", " NaN\n", + " 75.793\n", " NaN\n", " NaN\n", " NaN\n", - " 766.792\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 53.357\n", - " 794.121\n", " NaN\n", " NaN\n", " NaN\n", - " 74.690\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 2840.092\n", " 90.768\n", " NaN\n", " NaN\n", " NaN\n", + " 1323.448\n", " NaN\n", - " 256.310\n", " NaN\n", + " 74.259\n", " NaN\n", " NaN\n", " NaN\n", + " 353.393\n", + " 89.009\n", " NaN\n", + " 256.310\n", " NaN\n", - " 1323.448\n", " NaN\n", " NaN\n", - " 197.492\n", - " 1035.034\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 846.078\n", " NaN\n", " NaN\n", " NaN\n", - " 91.0\n", " NaN\n", " NaN\n", " NaN\n", + " 266.750\n", " NaN\n", + " 52.312\n", " NaN\n", + " 79.810\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 753.854\n", " NaN\n", " \n", " \n", @@ -19826,7 +19817,6 @@ " NaN\n", " NaN\n", " NaN\n", - " 107.283\n", " NaN\n", " NaN\n", " NaN\n", @@ -19834,24 +19824,24 @@ " NaN\n", " NaN\n", " NaN\n", + " 87.059\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 199.408\n", - " 82.675\n", + " 100.642\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 3391.043\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 199.408\n", " NaN\n", " NaN\n", " NaN\n", @@ -19864,30 +19854,26 @@ " NaN\n", " NaN\n", " NaN\n", - " 109.603\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 3747.198\n", " NaN\n", + " 107.283\n", " NaN\n", - " 131.459\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 114.198\n", " NaN\n", + " 448.542\n", " NaN\n", - " 586.408\n", " NaN\n", " NaN\n", - " 152.542\n", " NaN\n", " NaN\n", " NaN\n", @@ -19896,21 +19882,23 @@ " NaN\n", " NaN\n", " NaN\n", + " 7535.638\n", + " 114.198\n", " NaN\n", " NaN\n", + " 3767.216\n", " NaN\n", + " 109.603\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 8371.603\n", " NaN\n", - " 448.542\n", " NaN\n", + " 3747.198\n", " NaN\n", - " 594.017\n", " NaN\n", - " 87.059\n", - " 148.442\n", " NaN\n", " NaN\n", " NaN\n", @@ -19925,13 +19913,11 @@ " NaN\n", " NaN\n", " NaN\n", - " 8371.603\n", - " 102.000\n", " NaN\n", " NaN\n", " NaN\n", + " 137.416\n", " NaN\n", - " 269.500\n", " NaN\n", " NaN\n", " NaN\n", @@ -19941,30 +19927,32 @@ " NaN\n", " NaN\n", " NaN\n", + " 82.675\n", " NaN\n", " NaN\n", " NaN\n", + " 269.500\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 7535.638\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 257.767\n", " NaN\n", " NaN\n", - " 103.834\n", - " 291.042\n", " NaN\n", " NaN\n", + " 291.042\n", " NaN\n", " NaN\n", " NaN\n", - " 3767.216\n", + " 148.442\n", + " 102.000\n", " NaN\n", " NaN\n", " NaN\n", @@ -19972,28 +19960,29 @@ " NaN\n", " NaN\n", " NaN\n", - " 100.642\n", " NaN\n", " NaN\n", - " 8327.198\n", " NaN\n", " NaN\n", + " 3391.043\n", " NaN\n", + " 8327.198\n", " NaN\n", " NaN\n", " NaN\n", + " 201.942\n", " NaN\n", " NaN\n", - " 201.942\n", " NaN\n", " NaN\n", - " 137.416\n", + " 131.459\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 257.767\n", " NaN\n", + " 586.408\n", + " 152.542\n", " NaN\n", " NaN\n", " NaN\n", @@ -20012,7 +20001,9 @@ " NaN\n", " NaN\n", " NaN\n", + " 594.017\n", " NaN\n", + " 103.834\n", " NaN\n", " NaN\n", " NaN\n", @@ -20037,7 +20028,6 @@ " NaN\n", " NaN\n", " NaN\n", - " 95.133\n", " NaN\n", " NaN\n", " NaN\n", @@ -20045,24 +20035,24 @@ " NaN\n", " NaN\n", " NaN\n", + " 90.542\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 91.175\n", - " 85.733\n", + " 88.542\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 2656.966\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 91.175\n", " NaN\n", " NaN\n", " NaN\n", @@ -20075,30 +20065,26 @@ " NaN\n", " NaN\n", " NaN\n", - " 104.302\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 2968.853\n", " NaN\n", + " 95.133\n", " NaN\n", - " 30.942\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 108.112\n", " NaN\n", + " 203.375\n", " NaN\n", - " 268.183\n", " NaN\n", " NaN\n", - " 69.150\n", " NaN\n", " NaN\n", " NaN\n", @@ -20107,21 +20093,23 @@ " NaN\n", " NaN\n", " NaN\n", + " 5904.319\n", + " 108.112\n", " NaN\n", " NaN\n", + " 2949.052\n", " NaN\n", + " 104.302\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 6553.457\n", " NaN\n", - " 203.375\n", " NaN\n", + " 2968.853\n", " NaN\n", - " 270.442\n", " NaN\n", - " 90.542\n", - " 33.808\n", " NaN\n", " NaN\n", " NaN\n", @@ -20136,13 +20124,11 @@ " NaN\n", " NaN\n", " NaN\n", - " 6553.457\n", - " 107.283\n", " NaN\n", " NaN\n", " NaN\n", + " 29.483\n", " NaN\n", - " 57.792\n", " NaN\n", " NaN\n", " NaN\n", @@ -20152,30 +20138,32 @@ " NaN\n", " NaN\n", " NaN\n", + " 85.733\n", " NaN\n", " NaN\n", " NaN\n", + " 57.792\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 5904.319\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 60.675\n", " NaN\n", " NaN\n", - " 92.366\n", - " 66.316\n", " NaN\n", " NaN\n", + " 66.316\n", " NaN\n", " NaN\n", " NaN\n", - " 2949.052\n", + " 33.808\n", + " 107.283\n", " NaN\n", " NaN\n", " NaN\n", @@ -20183,28 +20171,29 @@ " NaN\n", " NaN\n", " NaN\n", - " 88.542\n", " NaN\n", " NaN\n", - " 6597.578\n", " NaN\n", " NaN\n", + " 2656.966\n", " NaN\n", + " 6597.578\n", " NaN\n", " NaN\n", " NaN\n", + " 91.941\n", " NaN\n", " NaN\n", - " 91.941\n", " NaN\n", " NaN\n", - " 29.483\n", + " 30.942\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 60.675\n", " NaN\n", + " 268.183\n", + " 69.150\n", " NaN\n", " NaN\n", " NaN\n", @@ -20223,7 +20212,9 @@ " NaN\n", " NaN\n", " NaN\n", + " 270.442\n", " NaN\n", + " 92.366\n", " NaN\n", " NaN\n", " NaN\n", @@ -20248,7 +20239,6 @@ " NaN\n", " NaN\n", " NaN\n", - " 89.525\n", " NaN\n", " NaN\n", " NaN\n", @@ -20256,24 +20246,24 @@ " NaN\n", " NaN\n", " NaN\n", + " 99.208\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 75.175\n", - " 94.425\n", + " 83.633\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 2510.069\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 75.175\n", " NaN\n", " NaN\n", " NaN\n", @@ -20286,30 +20276,26 @@ " NaN\n", " NaN\n", " NaN\n", - " 102.112\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 2765.672\n", " NaN\n", + " 89.525\n", " NaN\n", - " 16.550\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 105.422\n", " NaN\n", + " 174.075\n", " NaN\n", - " 221.134\n", " NaN\n", " NaN\n", - " 59.192\n", " NaN\n", " NaN\n", " NaN\n", @@ -20318,21 +20304,23 @@ " NaN\n", " NaN\n", " NaN\n", + " 5578.017\n", + " 105.422\n", " NaN\n", " NaN\n", + " 2801.966\n", " NaN\n", + " 102.112\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 6226.655\n", " NaN\n", - " 174.075\n", " NaN\n", + " 2765.672\n", " NaN\n", - " 214.408\n", " NaN\n", - " 99.208\n", - " 20.050\n", " NaN\n", " NaN\n", " NaN\n", @@ -20347,13 +20335,11 @@ " NaN\n", " NaN\n", " NaN\n", - " 6226.655\n", - " 120.333\n", " NaN\n", " NaN\n", " NaN\n", + " 58.192\n", " NaN\n", - " 114.083\n", " NaN\n", " NaN\n", " NaN\n", @@ -20363,30 +20349,32 @@ " NaN\n", " NaN\n", " NaN\n", + " 94.425\n", " NaN\n", " NaN\n", " NaN\n", + " 114.083\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 5578.017\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 32.483\n", " NaN\n", " NaN\n", - " 86.792\n", - " 39.408\n", " NaN\n", " NaN\n", + " 39.408\n", " NaN\n", " NaN\n", " NaN\n", - " 2801.966\n", + " 20.050\n", + " 120.333\n", " NaN\n", " NaN\n", " NaN\n", @@ -20394,28 +20382,29 @@ " NaN\n", " NaN\n", " NaN\n", - " 83.633\n", " NaN\n", " NaN\n", - " 6145.785\n", " NaN\n", " NaN\n", + " 2510.069\n", " NaN\n", + " 6145.785\n", " NaN\n", " NaN\n", " NaN\n", + " 72.942\n", " NaN\n", " NaN\n", - " 72.942\n", " NaN\n", " NaN\n", - " 58.192\n", + " 16.550\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 32.483\n", " NaN\n", + " 221.134\n", + " 59.192\n", " NaN\n", " NaN\n", " NaN\n", @@ -20434,7 +20423,9 @@ " NaN\n", " NaN\n", " NaN\n", + " 214.408\n", " NaN\n", + " 86.792\n", " NaN\n", " NaN\n", " NaN\n", @@ -20459,7 +20450,6 @@ " NaN\n", " NaN\n", " NaN\n", - " 94.575\n", " NaN\n", " NaN\n", " NaN\n", @@ -20467,24 +20457,24 @@ " NaN\n", " NaN\n", " NaN\n", + " 114.292\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 90.017\n", - " 106.908\n", + " 88.525\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 2768.026\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 90.017\n", " NaN\n", " NaN\n", " NaN\n", @@ -20497,30 +20487,26 @@ " NaN\n", " NaN\n", " NaN\n", - " 105.327\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 3043.948\n", " NaN\n", + " 94.575\n", " NaN\n", - " 58.658\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 108.750\n", " NaN\n", + " 200.708\n", " NaN\n", - " 264.800\n", " NaN\n", " NaN\n", - " 68.242\n", " NaN\n", " NaN\n", " NaN\n", @@ -20529,21 +20515,23 @@ " NaN\n", " NaN\n", " NaN\n", + " 6151.215\n", + " 108.750\n", " NaN\n", " NaN\n", + " 3083.810\n", " NaN\n", + " 105.327\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 6852.879\n", " NaN\n", - " 200.708\n", " NaN\n", + " 3043.948\n", " NaN\n", - " 257.258\n", " NaN\n", - " 114.292\n", - " 60.700\n", " NaN\n", " NaN\n", " NaN\n", @@ -20558,13 +20546,11 @@ " NaN\n", " NaN\n", " NaN\n", - " 6852.879\n", - " 143.442\n", " NaN\n", " NaN\n", " NaN\n", + " 199.992\n", " NaN\n", - " 392.167\n", " NaN\n", " NaN\n", " NaN\n", @@ -20574,30 +20560,32 @@ " NaN\n", " NaN\n", " NaN\n", + " 106.908\n", " NaN\n", " NaN\n", " NaN\n", + " 392.167\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 6151.215\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 115.050\n", " NaN\n", " NaN\n", - " 91.442\n", - " 119.050\n", " NaN\n", " NaN\n", + " 119.050\n", " NaN\n", " NaN\n", " NaN\n", - " 3083.810\n", + " 60.700\n", + " 143.442\n", " NaN\n", " NaN\n", " NaN\n", @@ -20605,28 +20593,29 @@ " NaN\n", " NaN\n", " NaN\n", - " 88.525\n", " NaN\n", " NaN\n", - " 6764.242\n", " NaN\n", " NaN\n", + " 2768.026\n", " NaN\n", + " 6764.242\n", " NaN\n", " NaN\n", " NaN\n", + " 87.483\n", " NaN\n", " NaN\n", - " 87.483\n", " NaN\n", " NaN\n", - " 199.992\n", + " 58.658\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 115.050\n", " NaN\n", + " 264.800\n", + " 68.242\n", " NaN\n", " NaN\n", " NaN\n", @@ -20645,7 +20634,9 @@ " NaN\n", " NaN\n", " NaN\n", + " 257.258\n", " NaN\n", + " 91.442\n", " NaN\n", " NaN\n", " NaN\n", @@ -20670,7 +20661,6 @@ " NaN\n", " NaN\n", " NaN\n", - " 97.992\n", " NaN\n", " NaN\n", " NaN\n", @@ -20678,24 +20668,24 @@ " NaN\n", " NaN\n", " NaN\n", + " 101.183\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 153.216\n", - " 96.808\n", + " 92.216\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 3118.285\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 153.216\n", " NaN\n", " NaN\n", " NaN\n", @@ -20708,30 +20698,26 @@ " NaN\n", " NaN\n", " NaN\n", - " 106.284\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 3426.845\n", " NaN\n", + " 97.992\n", " NaN\n", - " 45.200\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 109.880\n", " NaN\n", + " 353.034\n", " NaN\n", - " 450.633\n", " NaN\n", " NaN\n", - " 120.033\n", " NaN\n", " NaN\n", " NaN\n", @@ -20740,21 +20726,23 @@ " NaN\n", " NaN\n", " NaN\n", + " 6929.465\n", + " 109.880\n", " NaN\n", " NaN\n", + " 3463.534\n", " NaN\n", + " 106.284\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 7696.853\n", " NaN\n", - " 353.034\n", " NaN\n", + " 3426.845\n", " NaN\n", - " 444.225\n", " NaN\n", - " 101.183\n", - " 53.933\n", " NaN\n", " NaN\n", " NaN\n", @@ -20769,13 +20757,11 @@ " NaN\n", " NaN\n", " NaN\n", - " 7696.853\n", - " 123.292\n", " NaN\n", " NaN\n", " NaN\n", + " 85.883\n", " NaN\n", - " 168.400\n", " NaN\n", " NaN\n", " NaN\n", @@ -20785,30 +20771,32 @@ " NaN\n", " NaN\n", " NaN\n", + " 96.808\n", " NaN\n", " NaN\n", " NaN\n", + " 168.400\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 6929.465\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 88.650\n", " NaN\n", " NaN\n", - " 95.034\n", - " 105.842\n", " NaN\n", " NaN\n", + " 105.842\n", " NaN\n", " NaN\n", " NaN\n", - " 3463.534\n", + " 53.933\n", + " 123.292\n", " NaN\n", " NaN\n", " NaN\n", @@ -20816,28 +20804,29 @@ " NaN\n", " NaN\n", " NaN\n", - " 92.216\n", " NaN\n", " NaN\n", - " 7615.190\n", " NaN\n", " NaN\n", + " 3118.285\n", " NaN\n", + " 7615.190\n", " NaN\n", " NaN\n", " NaN\n", + " 151.000\n", " NaN\n", " NaN\n", - " 151.000\n", " NaN\n", " NaN\n", - " 85.883\n", + " 45.200\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " 88.650\n", " NaN\n", + " 450.633\n", + " 120.033\n", " NaN\n", " NaN\n", " NaN\n", @@ -20856,7 +20845,9 @@ " NaN\n", " NaN\n", " NaN\n", + " 444.225\n", " NaN\n", + " 95.034\n", " NaN\n", " NaN\n", " NaN\n", @@ -20874,85 +20865,46 @@ "" ], "text/plain": [ - " geometry yield_africaneggplant_historical \n", - "0 POINT (19.25000 -34.25000) NaN \\\n", - "1 POINT (19.75000 -34.25000) NaN \n", - "2 POINT (20.25000 -34.25000) NaN \n", - "3 POINT (20.75000 -34.25000) NaN \n", - "4 POINT (21.25000 -34.25000) NaN \n", - "... ... ... \n", - "10230 POINT (9.25000 36.75000) NaN \n", - "10231 POINT (9.75000 36.75000) NaN \n", - "10232 POINT (10.25000 36.75000) NaN \n", - "10233 POINT (10.75000 36.75000) NaN \n", - "10234 POINT (9.75000 37.25000) NaN \n", - "\n", - " biomass_fonio_future_ssp370 duration_tef_future_ssp126 \n", - "0 NaN 91.0 \\\n", - "1 NaN 91.0 \n", - "2 NaN 91.0 \n", - "3 NaN 91.0 \n", - "4 NaN 91.0 \n", - "... ... ... \n", - "10230 NaN NaN \n", - "10231 NaN NaN \n", - "10232 NaN NaN \n", - "10233 NaN NaN \n", - "10234 NaN NaN \n", + " geometry yield_yams_historical \n", + "0 POINT (19.25000 -34.25000) NaN \\\n", + "1 POINT (19.75000 -34.25000) NaN \n", + "2 POINT (20.25000 -34.25000) NaN \n", + "3 POINT (20.75000 -34.25000) NaN \n", + "4 POINT (21.25000 -34.25000) NaN \n", + "... ... ... \n", + "10230 POINT (9.25000 36.75000) NaN \n", + "10231 POINT (9.75000 36.75000) NaN \n", + "10232 POINT (10.25000 36.75000) NaN \n", + "10233 POINT (10.75000 36.75000) NaN \n", + "10234 POINT (9.75000 37.25000) NaN \n", + "\n", + " biomass_soybean_future_ssp126 duration_sesame_future_ssp370 \n", + "0 NaN NaN \\\n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "10230 NaN NaN \n", + "10231 NaN NaN \n", + "10232 NaN NaN \n", + "10233 NaN NaN \n", + "10234 NaN NaN \n", "\n", - " duration_mungbean_future_ssp370 yield_pigeonpea_historical \n", - "0 NaN NaN \\\n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "10230 NaN NaN \n", - "10231 NaN NaN \n", - "10232 NaN NaN \n", - "10233 NaN NaN \n", - "10234 NaN NaN \n", + " yield_cocoyam_future_ssp370 yield_mungbean_future_ssp126 \n", + "0 NaN NaN \\\n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "10230 NaN NaN \n", + "10231 NaN NaN \n", + "10232 NaN NaN \n", + "10233 NaN NaN \n", + "10234 NaN NaN \n", "\n", - " biomass_okra_future_ssp126 duration_fonio_historical \n", - "0 NaN NaN \\\n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "10230 NaN NaN \n", - "10231 NaN NaN \n", - "10232 NaN NaN \n", - "10233 NaN NaN \n", - "10234 NaN NaN \n", - "\n", - " yield_pigeonpea_future_ssp126 biomass_sweetpotato_future_ssp370 \n", - "0 NaN 1637.362 \\\n", - "1 NaN 1547.845 \n", - "2 NaN 1969.440 \n", - "3 NaN 2051.991 \n", - "4 NaN 1725.077 \n", - "... ... ... \n", - "10230 NaN NaN \n", - "10231 NaN NaN 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100.642 NaN \n", + "10231 88.542 NaN \n", + "10232 83.633 NaN \n", + "10233 88.525 NaN \n", + "10234 92.216 NaN \n", + "\n", + " biomass_sesame_future_ssp370 biomass_sweetpotato_future_ssp126 \n", + "0 NaN 1404.819 \\\n", + "1 NaN 1333.086 \n", + "2 NaN 1699.759 \n", + "3 NaN 1700.164 \n", + "4 NaN 1410.232 \n", + "... ... ... \n", + "10230 NaN NaN \n", + "10231 NaN NaN \n", + "10232 NaN NaN \n", + "10233 NaN NaN \n", + "10234 NaN NaN \n", "\n", - " duration_okra_historical duration_africaneggplant_future_ssp370 \n", - "0 NaN NaN \\\n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "10230 NaN NaN \n", - "10231 NaN NaN \n", - "10232 NaN NaN \n", - "10233 NaN NaN \n", - "10234 NaN NaN \n", - "\n", - " yield_okra_future_ssp126 biomass_pigeonpea_future_ssp126 \n", - "0 NaN NaN \\\n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "10230 NaN NaN \n", - "10231 NaN NaN \n", - "10232 NaN NaN \n", - "10233 NaN NaN \n", - "10234 NaN NaN \n", - "\n", - " duration_bambaragroundnut_future_ssp370 biomass_taro_future_ssp126 \n", - "0 NaN NaN \\\n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "10230 NaN NaN \n", - "10231 NaN NaN \n", - "10232 NaN NaN \n", - "10233 NaN NaN \n", - "10234 NaN NaN \n", - "\n", - " yield_yams_future_ssp370 biomass_soybean_future_ssp370 \n", + " duration_okra_historical biomass_cocoyam_future_ssp370 \n", "0 NaN NaN \\\n", "1 NaN NaN \n", "2 NaN NaN \n", @@ -21173,254 +21060,46 @@ "10233 NaN NaN \n", "10234 NaN NaN \n", "\n", - " yield_taro_future_ssp126 duration_pigeonpea_future_ssp126 \n", - "0 NaN NaN \\\n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "10230 NaN NaN \n", - "10231 NaN NaN \n", - "10232 NaN NaN \n", - "10233 NaN NaN \n", - "10234 NaN NaN \n", - "\n", - " duration_cowpea_historical yield_fonio_historical \n", - "0 NaN NaN \\\n", - "1 NaN NaN \n", 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- "10232 NaN NaN \n", - "10233 NaN NaN \n", - "10234 NaN NaN \n", + " yield_bambaragroundnut_future_ssp370 biomass_yams_future_ssp126 \n", + "0 NaN NaN \\\n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "10230 NaN NaN \n", + "10231 NaN NaN \n", + "10232 NaN NaN \n", + "10233 NaN NaN \n", + "10234 NaN NaN \n", + "\n", + " biomass_tef_future_ssp126 yield_tef_historical \n", + "0 3159.784 702.858 \\\n", + "1 2768.675 620.567 \n", + "2 3430.108 800.558 \n", + "3 3435.842 815.808 \n", + "4 3180.008 766.792 \n", + "... ... ... \n", + "10230 NaN NaN \n", + "10231 NaN NaN \n", + "10232 NaN NaN \n", + "10233 NaN NaN \n", + "10234 NaN NaN \n", + "\n", + " duration_cocoyam_future_ssp126 yield_tef_future_ssp370 \n", + "0 NaN 973.117 \\\n", + "1 NaN 829.417 \n", + "2 NaN 978.133 \n", + "3 NaN 969.350 \n", + "4 NaN 896.500 \n", + "... ... ... \n", + "10230 NaN NaN \n", + "10231 NaN NaN \n", + "10232 NaN NaN \n", + "10233 NaN NaN \n", + "10234 NaN NaN 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'quantile_20': 978.7432,\n", - " 'quantile_30': 1420.3066999999999,\n", - " 'quantile_40': 1893.3968,\n", - " 'quantile_50': 2728.7335000000003,\n", - " 'quantile_60': 3901.8088000000002,\n", - " 'quantile_70': 4302.535499999999,\n", - " 'quantile_80': 4865.265,\n", - " 'quantile_90': 5399.689200000001,\n", - " 'quantile_98': 5916.4222199999995,\n", - " 'quantile_99': 5990.540930000001,\n", - " 'max': 6661.009},\n", - " 'biomass_pigeonpea_future_ssp370': {'min': 679.957,\n", - " 'quantile_1': 834.74296,\n", - " 'quantile_2': 1028.0930400000002,\n", - " 'quantile_10': 2615.7342000000003,\n", - " 'quantile_20': 4457.920600000001,\n", - " 'quantile_30': 7581.8898,\n", - " 'quantile_40': 9972.035800000001,\n", - " 'quantile_50': 11402.483,\n", - " 'quantile_60': 12565.8312,\n", - " 'quantile_70': 13180.2432,\n", - " 'quantile_80': 13683.710400000002,\n", - " 'quantile_90': 14211.7274,\n", - " 'quantile_98': 14870.090960000001,\n", - " 'quantile_99': 15066.94084,\n", - " 'max': 15852.578}}" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "quantiles = generate_quantiles(grid_reduced)\n", - "with open('./synced-data/crop-yield-data-quantiles.json', 'w') as fp:\n", - " json.dump(quantiles, fp)\n", - "quantiles" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/homebrew/Caskroom/miniforge/base/envs/geo/lib/python3.10/site-packages/numpy/lib/function_base.py:4527: RuntimeWarning: invalid value encountered in subtract\n", - " diff_b_a = subtract(b, a)\n", - "/opt/homebrew/Caskroom/miniforge/base/envs/geo/lib/python3.10/site-packages/numpy/lib/function_base.py:4527: RuntimeWarning: invalid value encountered in subtract\n", - " diff_b_a = subtract(b, a)\n", - "/opt/homebrew/Caskroom/miniforge/base/envs/geo/lib/python3.10/site-packages/numpy/lib/function_base.py:4527: RuntimeWarning: invalid value encountered in subtract\n", - " diff_b_a = subtract(b, a)\n", - "/opt/homebrew/Caskroom/miniforge/base/envs/geo/lib/python3.10/site-packages/numpy/lib/function_base.py:4527: RuntimeWarning: invalid value encountered in subtract\n", - " diff_b_a = subtract(b, a)\n" - ] - }, - { - "data": { - "text/plain": [ - "{'yield_pigeonpea_future_ssp126': {'min': 0.8491643258625348,\n", - " 'quantile_1': 0.8689322557274364,\n", - " 'quantile_2': 0.8889137098996602,\n", - " 'quantile_10': 0.9992731380866587,\n", - " 'quantile_20': 1.0273973466047057,\n", - " 'quantile_30': 1.0412058435711162,\n", - " 'quantile_40': 1.0563468865795116,\n", - " 'quantile_50': 1.0673860329692786,\n", - " 'quantile_60': 1.0851022966881518,\n", - " 'quantile_70': 1.1071756532680948,\n", - " 'quantile_80': 1.1485307397280313,\n", - " 'quantile_90': 1.1712910112923547,\n", - " 'quantile_98': 1.210988896866212,\n", - " 'quantile_99': 1.2699861833197248,\n", - " 'max': 1.3197448417169746},\n", - " 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'duration_sesame_historical': {'min': 48.275,\n", + " 'quantile_1': 55.15672,\n", + " 'quantile_2': 58.638000000000005,\n", + " 'quantile_10': 70.69699999999999,\n", + " 'quantile_20': 78.2,\n", + " 'quantile_30': 84.558,\n", + " 'quantile_40': 89.1336,\n", + " 'quantile_50': 93.0,\n", + " 'quantile_60': 96.72359999999999,\n", + " 'quantile_70': 100.78819999999999,\n", + " 'quantile_80': 104.867,\n", + " 'quantile_90': 106.925,\n", + " 'quantile_98': 107.0,\n", + " 'quantile_99': 107.0,\n", + " 'max': 107.0},\n", + " 'biomass_lablab_future_ssp370': {'min': 218.922,\n", + " 'quantile_1': 688.76374,\n", + " 'quantile_2': 958.21618,\n", + " 'quantile_10': 2131.6250999999997,\n", + " 'quantile_20': 3194.16,\n", + " 'quantile_30': 3901.6240000000003,\n", + " 'quantile_40': 4590.3746,\n", + " 'quantile_50': 5249.522,\n", + " 'quantile_60': 6101.7742,\n", + " 'quantile_70': 7192.9937,\n", + " 'quantile_80': 8605.5552,\n", + " 'quantile_90': 11027.612400000002,\n", + " 'quantile_98': 13839.50726,\n", + " 'quantile_99': 14320.834990000003,\n", + " 'max': 16930.5},\n", + " 'duration_soybean_future_ssp126': {'min': 22.147,\n", + " 'quantile_1': 33.29215,\n", + " 'quantile_2': 40.3576,\n", + " 'quantile_10': 66.7115,\n", + " 'quantile_20': 83.25,\n", + " 'quantile_30': 91.642,\n", + " 'quantile_40': 100.147,\n", + " 'quantile_50': 104.9565,\n", + " 'quantile_60': 108.595,\n", + " 'quantile_70': 112.608,\n", + " 'quantile_80': 119.233,\n", + " 'quantile_90': 129.586,\n", + " 'quantile_98': 152.612,\n", + " 'quantile_99': 162.13199999999998,\n", + " 'max': 286.526},\n", + " 'duration_bambaragroundnut_future_ssp126': {'min': 51.4,\n", + " 'quantile_1': 56.656569999999995,\n", + " 'quantile_2': 58.58986,\n", + " 'quantile_10': 82.93280000000001,\n", + " 'quantile_20': 109.6254,\n", + " 'quantile_30': 116.4136,\n", + " 'quantile_40': 122.8102,\n", + " 'quantile_50': 126.98750000000001,\n", + " 'quantile_60': 130.9348,\n", + " 'quantile_70': 136.1969,\n", + " 'quantile_80': 137.0,\n", + " 'quantile_90': 151.53889999999998,\n", + " 'quantile_98': 153.0,\n", + " 'quantile_99': 153.77616000000015,\n", + " 'max': 190.938},\n", + " 'biomass_sorghum_future_ssp126': {'min': 27.784,\n", + " 'quantile_1': 80.01960000000001,\n", + " 'quantile_2': 110.32600000000001,\n", + " 'quantile_10': 412.2099,\n", + " 'quantile_20': 934.2886,\n", + " 'quantile_30': 1384.3861,\n", + " 'quantile_40': 1847.6466,\n", + " 'quantile_50': 2218.8990000000003,\n", + " 'quantile_60': 2464.3084,\n", + " 'quantile_70': 2683.4047,\n", + " 'quantile_80': 2874.5078,\n", + " 'quantile_90': 3040.4201000000003,\n", + " 'quantile_98': 3242.98252,\n", + " 'quantile_99': 3310.822660000002,\n", + " 'max': 3690.595},\n", + " 'biomass_africaneggplant_future_ssp370': {'min': 284.275,\n", + " 'quantile_1': 406.41472,\n", + " 'quantile_2': 553.66756,\n", + " 'quantile_10': 1362.8952,\n", + " 'quantile_20': 1976.7002,\n", + " 'quantile_30': 3467.1365999999994,\n", + " 'quantile_40': 6194.6016,\n", + " 'quantile_50': 9294.334,\n", + " 'quantile_60': 16871.349999999995,\n", + " 'quantile_70': 19942.413,\n", + " 'quantile_80': 20750.045000000002,\n", + " 'quantile_90': 22313.0168,\n", + " 'quantile_98': 26535.201439999997,\n", + " 'quantile_99': 26925.435280000005,\n", + " 'max': 27485.392},\n", + " 'duration_sorghum_future_ssp126': {'min': 19.092,\n", + " 'quantile_1': 25.61625,\n", + " 'quantile_2': 32.77798000000001,\n", + " 'quantile_10': 45.3801,\n", + " 'quantile_20': 53.5218,\n", + " 'quantile_30': 59.1305,\n", + " 'quantile_40': 63.5108,\n", + " 'quantile_50': 67.48750000000001,\n", + " 'quantile_60': 71.2734,\n", + " 'quantile_70': 75.46759999999999,\n", + " 'quantile_80': 81.342,\n", + " 'quantile_90': 90.18240000000002,\n", + " 'quantile_98': 114.54585999999989,\n", + " 'quantile_99': 133.77391000000006,\n", + " 'max': 251.31},\n", + " 'yield_groundnut_future_ssp126': {'min': 0.0,\n", + " 'quantile_1': 4.935560000000001,\n", + " 'quantile_2': 7.068560000000001,\n", + " 'quantile_10': 123.0514,\n", + " 'quantile_20': 977.4136000000003,\n", + " 'quantile_30': 2349.9996,\n", + " 'quantile_40': 3741.5284,\n", + " 'quantile_50': 5333.35,\n", + " 'quantile_60': 6323.95,\n", + " 'quantile_70': 7050.736199999999,\n", + " 'quantile_80': 7665.889400000001,\n", + " 'quantile_90': 8452.171,\n", + " 'quantile_98': 9183.799360000003,\n", + " 'quantile_99': 9354.2837,\n", + " 'max': 9847.914},\n", + " 'duration_sweetpotato_historical': {'min': 28.017,\n", + " 'quantile_1': 43.68985,\n", + " 'quantile_2': 47.727439999999994,\n", + " 'quantile_10': 57.6129,\n", + " 'quantile_20': 70.3936,\n", + " 'quantile_30': 85.04279999999999,\n", + " 'quantile_40': 94.1272,\n", + " 'quantile_50': 99.854,\n", + " 'quantile_60': 104.75,\n", + " 'quantile_70': 111.84639999999999,\n", + " 'quantile_80': 125.233,\n", + " 'quantile_90': 144.7062,\n", + " 'quantile_98': 212.41898000000003,\n", + " 'quantile_99': 250.07335999999964,\n", + " 'max': 380.569},\n", + " 'yield_sesame_historical': {'min': 0.108,\n", + " 'quantile_1': 8.96164,\n", + " 'quantile_2': 12.748719999999999,\n", + " 'quantile_10': 24.0196,\n", + " 'quantile_20': 38.69720000000002,\n", + " 'quantile_30': 61.37979999999999,\n", + " 'quantile_40': 104.91840000000005,\n", + " 'quantile_50': 218.334,\n", + " 'quantile_60': 375.7385999999999,\n", + " 'quantile_70': 500.73359999999997,\n", + " 'quantile_80': 563.5282000000001,\n", + " 'quantile_90': 627.9636,\n", + " 'quantile_98': 680.97944,\n", + " 'quantile_99': 687.0257199999999,\n", + " 'max': 741.15},\n", + " 'biomass_cowpea_historical': {'min': 36.975,\n", + " 'quantile_1': 85.292,\n", + " 'quantile_2': 123.584,\n", + " 'quantile_10': 512.417,\n", + " 'quantile_20': 1310.525,\n", + " 'quantile_30': 1991.655,\n", + " 'quantile_40': 2507.258,\n", + " 'quantile_50': 2789.05,\n", + " 'quantile_60': 3079.825,\n", + " 'quantile_70': 3327.0,\n", + " 'quantile_80': 3528.642,\n", + " 'quantile_90': 3685.94,\n", + " 'quantile_98': 3921.181,\n", + " 'quantile_99': 3981.533,\n", + " 'max': 4175.167},\n", + " 'yield_taro_historical': {'min': 5.45,\n", + " 'quantile_1': 48.24502,\n", + " 'quantile_2': 85.25112,\n", + " 'quantile_10': 324.4536,\n", + " 'quantile_20': 667.1860000000011,\n", + " 'quantile_30': 1793.1295999999993,\n", + " 'quantile_40': 3476.746600000001,\n", + " 'quantile_50': 5591.108,\n", + " 'quantile_60': 8017.6232,\n", + " 'quantile_70': 9032.2904,\n", + " 'quantile_80': 9638.3836,\n", + " 'quantile_90': 10699.851400000001,\n", + " 'quantile_98': 11931.625999999997,\n", + " 'quantile_99': 12105.8865,\n", + " 'max': 12633.7},\n", + " 'biomass_bambaragroundnut_historical': {'min': 1190.8,\n", + " 'quantile_1': 1425.37932,\n", + " 'quantile_2': 1465.3245,\n", + " 'quantile_10': 2288.5691,\n", + " 'quantile_20': 3495.5534000000002,\n", + " 'quantile_30': 5072.553199999999,\n", + " 'quantile_40': 6762.071800000001,\n", + " 'quantile_50': 9745.4045,\n", + " 'quantile_60': 13935.0732,\n", + " 'quantile_70': 15366.049399999998,\n", + " 'quantile_80': 17375.9738,\n", + " 'quantile_90': 19284.776400000002,\n", + " 'quantile_98': 21130.08586,\n", + " 'quantile_99': 21394.754180000004,\n", + " 'max': 23789.51},\n", + " 'duration_okra_future_ssp370': {'min': 45.392,\n", + " 'quantile_1': 53.823319999999995,\n", + " 'quantile_2': 67.68986000000001,\n", + " 'quantile_10': 111.73610000000001,\n", + " 'quantile_20': 119.92999999999999,\n", + " 'quantile_30': 120.992,\n", + " 'quantile_40': 121.0,\n", + " 'quantile_50': 121.0,\n", + " 'quantile_60': 121.0,\n", + " 'quantile_70': 121.0,\n", + " 'quantile_80': 121.0,\n", + " 'quantile_90': 121.0,\n", + " 'quantile_98': 121.0,\n", + " 'quantile_99': 121.0,\n", + " 'max': 121.0},\n", + " 'yield_lablab_historical': {'min': 147.44,\n", + " 'quantile_1': 399.43666,\n", + " 'quantile_2': 539.3234000000001,\n", + " 'quantile_10': 1118.7383,\n", + " 'quantile_20': 1516.6724000000002,\n", + " 'quantile_30': 1805.4141,\n", + " 'quantile_40': 2073.0516000000002,\n", + " 'quantile_50': 2324.362,\n", + " 'quantile_60': 2691.693,\n", + " 'quantile_70': 3063.0334,\n", + " 'quantile_80': 3493.0966,\n", + " 'quantile_90': 4015.2705,\n", + " 'quantile_98': 4581.151580000001,\n", + " 'quantile_99': 4703.370440000001,\n", + " 'max': 5092.732},\n", + " 'biomass_maize_future_ssp370': {'min': 1.0,\n", + " 'quantile_1': 21.36928,\n", + " 'quantile_2': 39.1433,\n", + " 'quantile_10': 527.3235000000001,\n", + " 'quantile_20': 1541.2364000000005,\n", + " 'quantile_30': 2742.9815,\n", + " 'quantile_40': 4154.6738,\n", + " 'quantile_50': 5871.004,\n", + " 'quantile_60': 7598.945,\n", + " 'quantile_70': 9034.345899999998,\n", + " 'quantile_80': 10285.0064,\n", + " 'quantile_90': 11710.161100000001,\n", + " 'quantile_98': 13193.100699999999,\n", + " 'quantile_99': 13563.792930000003,\n", + " 'max': 14918.5},\n", + " 'yield_josephscoat_future_ssp126': {'min': 655.75,\n", + " 'quantile_1': 705.13624,\n", + " 'quantile_2': 773.7814400000001,\n", + " 'quantile_10': 1222.727,\n", + " 'quantile_20': 1713.9912,\n", + " 'quantile_30': 2979.77,\n", + " 'quantile_40': 4212.807,\n", + " 'quantile_50': 4586.442,\n", + " 'quantile_60': 6630.367,\n", + " 'quantile_70': 10122.6866,\n", + " 'quantile_80': 11450.4234,\n", + " 'quantile_90': 12442.363200000002,\n", + " 'quantile_98': 13036.511,\n", + " 'quantile_99': 13279.62852,\n", + " 'max': 13873.858}}" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "quantiles = generate_quantiles(grid_reduced)\n", + "with open('./synced-data/crop-yield-data-quantiles.json', 'w') as fp:\n", + " json.dump(quantiles, fp)\n", + "quantiles" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/homebrew/Caskroom/miniforge/base/envs/geo/lib/python3.10/site-packages/geopandas/geodataframe.py:1443: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " super().__setitem__(key, value)\n", + "/opt/homebrew/Caskroom/miniforge/base/envs/geo/lib/python3.10/site-packages/numpy/lib/function_base.py:4527: RuntimeWarning: invalid value encountered in subtract\n", + " diff_b_a = subtract(b, a)\n", + "/opt/homebrew/Caskroom/miniforge/base/envs/geo/lib/python3.10/site-packages/numpy/lib/function_base.py:4527: RuntimeWarning: invalid value encountered in subtract\n", + " diff_b_a = subtract(b, a)\n", + "/opt/homebrew/Caskroom/miniforge/base/envs/geo/lib/python3.10/site-packages/numpy/lib/function_base.py:4527: RuntimeWarning: invalid value encountered in subtract\n", + " diff_b_a = subtract(b, a)\n", + "/opt/homebrew/Caskroom/miniforge/base/envs/geo/lib/python3.10/site-packages/numpy/lib/function_base.py:4527: RuntimeWarning: invalid value encountered in subtract\n", + " diff_b_a = subtract(b, a)\n" + ] + }, + { + "data": { + "text/plain": [ + "{'yield_cocoyam_future_ssp370': {'min': 0.5821398547717628,\n", " 'quantile_1': 0.6118012502623061,\n", " 'quantile_2': 0.6315330382957874,\n", " 'quantile_10': 0.8071655376344714,\n", @@ -25853,141 +25428,156 @@ " 'quantile_98': 1.3531588846102216,\n", " 'quantile_99': 1.5835294178521846,\n", " 'max': 2.7633743097637176},\n", - " 'yield_tef_future_ssp126': {'min': 0.9964085211256516,\n", - " 'quantile_1': 1.0143966507027284,\n", - " 'quantile_2': 1.0183216940434696,\n", - " 'quantile_10': 1.0323828233190506,\n", - " 'quantile_20': 1.0461985448315494,\n", - " 'quantile_30': 1.0562152053586664,\n", - " 'quantile_40': 1.0654506453136006,\n", - " 'quantile_50': 1.0819800996799431,\n", - " 'quantile_60': 1.101305324276507,\n", - " 'quantile_70': 1.1300516924350108,\n", - " 'quantile_80': 1.167400778859948,\n", - " 'quantile_90': 1.236348549206308,\n", - " 'quantile_98': 1.3861022665539324,\n", - " 'quantile_99': 1.475701848414423,\n", - " 'max': 1.6514872573399875},\n", - " 'yield_africaneggplant_future_ssp126': {'min': 0.5037439518893612,\n", - " 'quantile_1': 0.566071943011993,\n", - " 'quantile_2': 0.5763076722725494,\n", - " 'quantile_10': 0.6077490483267941,\n", - " 'quantile_20': 0.6358816708370219,\n", - " 'quantile_30': 0.6696807438318529,\n", - " 'quantile_40': 0.7296161894027582,\n", - " 'quantile_50': 0.838431506900327,\n", - " 'quantile_60': 0.9524106680350717,\n", - " 'quantile_70': 1.0373446582359065,\n", - " 'quantile_80': 1.0753337948463089,\n", - " 'quantile_90': 1.0949012413493002,\n", - " 'quantile_98': 1.14744558631625,\n", - " 'quantile_99': 1.1513821299099227,\n", - " 'max': 1.1650572178287988},\n", - " 'yield_sweetpotato_future_ssp126': {'min': 0.533130653171441,\n", - " 'quantile_1': 0.5996325046185158,\n", - " 'quantile_2': 0.6305570060464867,\n", - " 'quantile_10': 0.7790120886920233,\n", - " 'quantile_20': 0.8921779049233454,\n", - " 'quantile_30': 0.9316425390658557,\n", - " 'quantile_40': 0.9614958992407072,\n", - " 'quantile_50': 0.9880163966896297,\n", - " 'quantile_60': 1.0145978582365232,\n", - " 'quantile_70': 1.0609311377925477,\n", - " 'quantile_80': 1.1217147727999697,\n", - " 'quantile_90': 1.216982422532838,\n", - " 'quantile_98': 1.5771742890585037,\n", - " 'quantile_99': 1.8996849977291992,\n", - " 'max': 5.662734486828557},\n", - " 'yield_grasspea_future_ssp370': {'min': 0.7107800032567986,\n", - " 'quantile_1': 0.7936120811605711,\n", - " 'quantile_2': 0.8134909437691697,\n", - " 'quantile_10': 0.9945122151553716,\n", - " 'quantile_20': 1.0607241753160963,\n", - " 'quantile_30': 1.1069930932893732,\n", - " 'quantile_40': 1.131877540675069,\n", - " 'quantile_50': 1.17093569873702,\n", - " 'quantile_60': 1.1913113072245483,\n", - " 'quantile_70': 1.2071355825161973,\n", - " 'quantile_80': 1.229878769645687,\n", - " 'quantile_90': 1.3402721486571685,\n", - " 'quantile_98': 1.7068364029205496,\n", - " 'quantile_99': 2.0894283577722934,\n", - " 'max': 2.9467417641489755},\n", - " 'yield_fingermillet_future_ssp126': {'min': 0.0,\n", - " 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" 'yield_josephscoat_future_ssp126': {'min': 0.6016201117318436,\n", " 'quantile_1': 0.611653646971967,\n", " 'quantile_2': 0.6188294859571467,\n", @@ -26092,40 +26102,10 @@ " 'quantile_90': 1.0378709064673277,\n", " 'quantile_98': 1.0942941130264625,\n", " 'quantile_99': 1.0984772479034928,\n", - " 'max': 1.0991896566486856},\n", - " 'yield_mungbean_future_ssp126': {'min': 0.5357827074044694,\n", - " 'quantile_1': 0.5442988471866819,\n", - " 'quantile_2': 0.5498699184211211,\n", - " 'quantile_10': 0.5913067925834001,\n", - " 'quantile_20': 0.652499499178016,\n", - " 'quantile_30': 0.7841425381060181,\n", - " 'quantile_40': 0.8551068883610451,\n", - " 'quantile_50': 0.9400559173494831,\n", - " 'quantile_60': 0.9727491012807602,\n", - " 'quantile_70': 1.0009783694383365,\n", - " 'quantile_80': 1.044558144537402,\n", - " 'quantile_90': 1.0665688715686572,\n", - " 'quantile_98': 1.1031689815278214,\n", - " 'quantile_99': 1.1059826552724232,\n", - " 'max': 1.1122938314759434},\n", - " 'yield_africaneggplant_future_ssp370': {'min': 0.4872353033360105,\n", - " 'quantile_1': 0.49916051335021905,\n", - " 'quantile_2': 0.5164050583836917,\n", - " 'quantile_10': 0.5543812890251275,\n", - " 'quantile_20': 0.5842723875774674,\n", - " 'quantile_30': 0.6190090557385677,\n", - " 'quantile_40': 0.655297067046704,\n", - " 'quantile_50': 0.7249852061892119,\n", - " 'quantile_60': 0.883068671152871,\n", - " 'quantile_70': 0.9922546305711756,\n", - " 'quantile_80': 1.0671878462389954,\n", - " 'quantile_90': 1.1176876712260833,\n", - " 'quantile_98': 1.237981652303517,\n", - " 'quantile_99': 1.2461342846972805,\n", - " 'max': 1.2608332675262814}}" + " 'max': 1.0991896566486856}}" ] }, - "execution_count": 29, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -26136,13 +26116,6 @@ " json.dump(ratio_quantiles, fp)\n", "ratio_quantiles" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {