From dd5a99588dcd9dfe29c15dbe58850acaf60eee07 Mon Sep 17 00:00:00 2001 From: alvarojhahn Date: Fri, 12 Apr 2024 14:11:05 +0200 Subject: [PATCH] Subshares dev --- dev/debug_data_2050.csv | 42786 ++++++++++++++++++++++++++++++++++++++ pathways/lca.py | 83 +- 2 files changed, 42856 insertions(+), 13 deletions(-) create mode 100644 dev/debug_data_2050.csv diff --git a/dev/debug_data_2050.csv b/dev/debug_data_2050.csv new file mode 100644 index 0000000..a37e17a --- /dev/null +++ b/dev/debug_data_2050.csv @@ -0,0 +1,42786 @@ +Destination,Origin,Iteration,Total_Amount_to_Destination,Amount_from_Origin,Percentage_from_Origin +165,6304,1,0.000119473442462425,0.00010535761684713818,88.18496786871583 +165,6304,2,0.000119473442462425,0.00011102471200245001,92.92836107687098 +165,6304,3,0.000119473442462425,0.00010643826354333836,89.08947574421296 +165,6304,4,0.000119473442462425,0.00011177845634942374,93.55924969231437 +165,6304,5,0.00011947344246242502,0.0001029274607328996,86.15091237977074 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numpy as np +import pandas as pd import yaml from bw_processing import Datapackage from scipy import sparse @@ -209,6 +210,8 @@ def adjust_matrix_based_on_shares(A_arrays, shares_dict, use_distributions, year :return: """ + ### The debug file needs to be fixed. Missing total amount + percentages seem wrong + data_array, indices_array, sign_array, _ = A_arrays index_lookup = {(row["row"], row["col"]): i for i, row in enumerate(indices_array)} @@ -247,7 +250,7 @@ def find_index(activity_idx, product_idx): if year != 2020 and tech_group_ranges: group_shares = correlated_uniform_samples( - tech_group_ranges, tech_group_defaults + tech_group_ranges, tech_group_defaults, use_distributions ) print("Tech group", tech_category, "shares: ", group_shares) else: @@ -266,7 +269,7 @@ def find_index(activity_idx, product_idx): ] total_output = np.sum(data_array[relevant_indices]) - for tech, share in group_shares.items(): + for tech, shares in group_shares.items(): if ( tech in techs and "idx" in techs[tech] @@ -280,7 +283,7 @@ def find_index(activity_idx, product_idx): [total_output * share_value] ).reshape((1, -1)) else: - new_amounts = np.array([total_output * share for _ in range(use_distributions)]).reshape((1, -1)) + new_amounts = np.array([total_output * share for share in shares]).reshape((1, -1)) index = find_index(idx, product_idx) @@ -297,10 +300,52 @@ def find_index(activity_idx, product_idx): modified_indices_array = np.array(modified_indices, dtype=bwp.INDICES_DTYPE) modified_signs_array = np.array(modified_signs, dtype=bool) + return [modified_data_array, modified_indices_array, modified_signs_array] -def correlated_uniform_samples(ranges, defaults, iterations=1000): +def create_debug_dataframe(modified_data_array, modified_indices_array): + # Initialize an empty list to collect data + data_list = [] + + # The number of iterations is the number of columns in modified_data_array + num_iterations = modified_data_array.shape[1] + + # Extract unique destinations + unique_destinations = set(dest for _, dest in modified_indices_array) + + # Initialize total amounts for each destination and iteration + destination_totals_per_iteration = { + dest: np.zeros(num_iterations) for dest in unique_destinations + } + + # Aggregate total amounts from all origins to each destination per iteration + for (origin, destination), amounts in zip(modified_indices_array, modified_data_array): + destination_totals_per_iteration[destination] += amounts + + # Calculate and collect the data for each origin and destination per iteration + for (origin, destination), amounts in zip(modified_indices_array, modified_data_array): + for iteration, amount in enumerate(amounts): + total_amount_this_iteration = destination_totals_per_iteration[destination][iteration] + percentage = (amount / total_amount_this_iteration) * 100 if total_amount_this_iteration else 0 + data_list.append({ + 'Destination': destination, + 'Origin': origin, + 'Iteration': iteration + 1, + 'Total_Amount_to_Destination': total_amount_this_iteration, + 'Amount_from_Origin': amount, + 'Percentage_from_Origin': percentage + }) + + debug_df = pd.DataFrame(data_list) + + debug_df.to_csv('debug_data_2050.csv', index=False) + + return debug_df + + + +def correlated_uniform_samples(ranges, defaults, use_distributions, iterations=1000): """ Adjusts randomly selected shares for parameters to sum to 1 while respecting their specified ranges. @@ -309,15 +354,27 @@ def correlated_uniform_samples(ranges, defaults, iterations=1000): :param iterations: Number of iterations to attempt to find a valid distribution. :return: A dict with the adjusted shares for each parameter. """ - for _ in range(iterations): - shares = {param: np.random.uniform(low, high) for param, (low, high) in ranges.items()} - total_share = sum(shares.values()) - shares = {param: share / total_share for param, share in shares.items()} - if all(ranges[param][0] <= share <= ranges[param][1] for param, share in shares.items()): - return shares - - print("Failed to find a valid distribution after {} iterations".format(iterations)) - return defaults + + samples = {param: [] for param in ranges} + + for _ in range(use_distributions): + for _ in range(iterations): + shares = {param: np.random.uniform(low, high) for param, (low, high) in ranges.items()} + total_share = sum(shares.values()) + shares = {param: share / total_share for param, share in shares.items()} + + if all(ranges[param][0] <= share <= ranges[param][1] for param, share in shares.items()): + for param in ranges: + samples[param].append(shares[param]) + break + else: + print("Failed to find a valid distribution after {} iterations".format(iterations)) + return defaults + + for param in samples: + samples[param] = np.array(samples[param]) + + return samples def fill_characterization_factors_matrices(