From a7d9a514aa8114cab13883bb9d05c6936d44e670 Mon Sep 17 00:00:00 2001 From: MaximeAgez <11.maxime.agez@gmail.com> Date: Fri, 7 Jan 2022 16:41:41 -0500 Subject: [PATCH] Support for ecoinvent3.8 --- .../How to update hybrid-ecoinvent.ipynb | 449 +++++++++--------- src/Data/eco3.8_exio3/Filter.xlsx | Bin 0 -> 1218813 bytes .../eco3.8_exio3/Product_Concordances.xlsx | Bin 0 -> 166121 bytes src/Data/eco3.8_exio3/STAM_categories.txt | 200 ++++++++ .../STAM_functional_categories.txt | 1 + src/Data/eco3.8_exio3/countries.txt | 2 + .../eco3.8_exio3/countries_per_regions.txt | 325 +++++++++++++ .../eco3.8_exio3/geography_replacements.txt | 217 +++++++++ 8 files changed, 970 insertions(+), 224 deletions(-) create mode 100644 src/Data/eco3.8_exio3/Filter.xlsx create mode 100644 src/Data/eco3.8_exio3/Product_Concordances.xlsx create mode 100644 src/Data/eco3.8_exio3/STAM_categories.txt create mode 100644 src/Data/eco3.8_exio3/STAM_functional_categories.txt create mode 100644 src/Data/eco3.8_exio3/countries.txt create mode 100644 src/Data/eco3.8_exio3/countries_per_regions.txt create mode 100644 src/Data/eco3.8_exio3/geography_replacements.txt diff --git a/ecoinvent-update-support/How to update hybrid-ecoinvent.ipynb b/ecoinvent-update-support/How to update hybrid-ecoinvent.ipynb index 548049e..aca6660 100644 --- a/ecoinvent-update-support/How to update hybrid-ecoinvent.ipynb +++ b/ecoinvent-update-support/How to update hybrid-ecoinvent.ipynb @@ -4,12 +4,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The update will take place in 7 steps which are described below." + "The update will take place in 6 steps which are described below." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -44,11 +44,11 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "with gzip.open('C://Users/Maxime/Desktop/Thesis/Bdd/Ecoinvent/python/ecoinvent3.7.1.cutoff/ecoinvent3.7.1.cut-offPandas_symmNorm.gz.pickle','rb') as f:\n", + "with gzip.open('C://Users/Maxime/Desktop/Thesis/Bdd/Ecoinvent/python/ecoinvent3.8.cutoff/ecoinvent3.8.cut-offPandas_symmNorm.gz.pickle','rb') as f:\n", " ecoinvent = pd.read_pickle(f)" ] }, @@ -289,11 +289,11 @@ } ], "source": [ - "dict1 = open('C://Users/Maxime/Desktop/Thesis/Modules_Python/pylcaio/src/Data/eco3.7.1_exio3/geography_replacements.txt')\n", + "dict1 = open('C://Users/Maxime/Desktop/Thesis/Modules_Python/pylcaio/src/Data/eco3.8_exio3/geography_replacements.txt')\n", "dict1 = eval(dict1.read())\n", - "dict2 = open('C://Users/Maxime/Desktop/Thesis/Modules_Python/pylcaio/src/Data/eco3.7.1_exio3/countries_per_regions.txt')\n", + "dict2 = open('C://Users/Maxime/Desktop/Thesis/Modules_Python/pylcaio/src/Data/eco3.8_exio3/countries_per_regions.txt')\n", "dict2 = eval(dict2.read())\n", - "list3 = open('C://Users/Maxime/Desktop/Thesis/Modules_Python/pylcaio/src/Data/eco3.7.1_exio3/countries.txt')\n", + "list3 = open('C://Users/Maxime/Desktop/Thesis/Modules_Python/pylcaio/src/Data/eco3.8_exio3/countries.txt')\n", "list3 = eval(list3.read())\n", "\n", "covered_geos = list(dict1.keys())+list(dict2.keys())+list3\n", @@ -357,7 +357,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -368,7 +368,7 @@ "dummyDF = ecoinvent['PRO'].loc[dummyprocesses,['price', 'geography','productName', 'activityName']]\n", "nullpriceDF = ecoinvent['PRO'].loc[null_price,['price', 'geography','productName', 'activityName']]\n", "\n", - "writer = pd.ExcelWriter('C://Users/Maxime/Desktop/Thesis/Modules_Python/pylcaio/src/Data/eco3.7.1_exio3/Filter.xlsx', engine='xlsxwriter')\n", + "writer = pd.ExcelWriter('C://Users/Maxime/Desktop/Thesis/Modules_Python/pylcaio/src/Data/eco3.8_exio3/Filter.xlsx', engine='xlsxwriter')\n", "hybridizedDF.to_excel(writer, sheet_name='Hybridized')\n", "marketDF.to_excel(writer, sheet_name='Market')\n", "nottransactedDF.to_excel(writer, sheet_name='Not commercialized')\n", @@ -416,13 +416,13 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ - "current_version = '3.6'\n", - "new_version = '3.7.1'\n", - "change_report = pd.read_excel('C://Users/Maxime/Desktop/change_report_annex_'+current_version+'_'+new_version+'_public.xlsx','qualitative changes')" + "current_version = 3.7.1\n", + "new_version = 3.8\n", + "change_report = pd.read_excel('C://Users/Maxime/Desktop/Change Report Annex v3.7.1 - v3.8.xlsx','Qualitative Changes')" ] }, { @@ -434,7 +434,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -452,22 +452,23 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# selecting processes for which the reference product changed\n", "try:\n", - " if \"FALSE\" in change_report.loc[:,'reference product different'].tolist():\n", - " changed_names = change_report.loc[[i for i in change_report.index if change_report.loc[i,'reference product different']=='TRUE']]\n", - " elif False in change_report.loc[:,'reference product different'].tolist():\n", - " changed_names = change_report.loc[[i for i in change_report.index if change_report.loc[i,'reference product different']==True]]\n", + " # we just identify what the typology used is. Either booleans are in strings or as actual booleans\n", + " if \"FALSE\" in change_report.loc[:,'Reference Product different'].tolist():\n", + " changed_names = change_report.loc[[i for i in change_report.index if change_report.loc[i,'Reference Product different']=='TRUE']]\n", + " elif False in change_report.loc[:,'Reference Product different'].tolist():\n", + " changed_names = change_report.loc[[i for i in change_report.index if change_report.loc[i,'Reference Product different']==True]]\n", "except KeyError:\n", " print('Column used got renamed.')\n", " \n", "# extracting the changed data as a dictionary\n", "try:\n", - " names_dict = dict(zip(changed_names.loc[:,'reference product - '+current_version],changed_names.loc[:,'reference product - '+new_version]))\n", + " names_dict = dict(zip(changed_names.loc[:,'Reference Product - '+current_version],changed_names.loc[:,'Reference Product - '+new_version]))\n", "except KeyError:\n", " print('Column used got renamed.')\n", "\n", @@ -490,22 +491,22 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# selecting processes for which the reference product changed\n", "try:\n", - " if \"FALSE\" in change_report.loc[:,'activityName different'].tolist():\n", - " changed_names = change_report.loc[[i for i in change_report.index if change_report.loc[i,'activityName different']=='TRUE']]\n", - " elif False in change_report.loc[:,'activityName different'].tolist():\n", - " changed_names = change_report.loc[[i for i in change_report.index if change_report.loc[i,'activityName different']==True]]\n", + " if \"FALSE\" in change_report.loc[:,'Activity Name different'].tolist():\n", + " changed_names = change_report.loc[[i for i in change_report.index if change_report.loc[i,'Activity Name different']=='TRUE']]\n", + " elif False in change_report.loc[:,'Activity Name different'].tolist():\n", + " changed_names = change_report.loc[[i for i in change_report.index if change_report.loc[i,'Activity Name different']==True]]\n", "except KeyError:\n", " print('Column used got renamed.')\n", "\n", "# extracting the changed data as a dictionary\n", "try:\n", - " names_dict = dict(zip(changed_names.loc[:,'activityName - '+current_version],changed_names.loc[:,'activityName - '+new_version]))\n", + " names_dict = dict(zip(changed_names.loc[:,'Activity Name - '+current_version],changed_names.loc[:,'Activity Name - '+new_version]))\n", "except KeyError:\n", " print('Column used got renamed.')\n", "\n", @@ -523,12 +524,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Finally we rewerite the file with the updated metadata." + "Finally we rewrite the file with the updated metadata." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -557,7 +558,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -582,7 +583,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 36, "metadata": { "scrolled": true }, @@ -615,193 +616,198 @@ " \n", " \n", " 0\n", - " beb1b4ef-e2ad-40e3-934f-10a2c0006eed\n", - " rare earth oxide concentrate, 50% REO\n", - " \n", - " \n", - " 1\n", - " 1ec16786-a836-54a3-896a-f41ea3a9f9ec\n", - " ytterbium oxide\n", + " 4783e92c-7b3b-5227-8270-18e215988fcc\n", + " lentil\n", " \n", " \n", " 3\n", - " 1020c079-f3c3-5699-8fc9-72559914756a\n", - " dysprosium oxide\n", + " 51981001-f60a-4dce-ae66-c0aeef64015e\n", + " bamboo culm\n", " \n", " \n", - " 4\n", - " 43df1b02-7f7b-5f66-9cc6-f93a64e4b0c3\n", - " holmium oxide\n", + " 6\n", + " 8a107433-7284-4997-9d3b-17a04e0eb00e\n", + " isobutane\n", " \n", " \n", - " 5\n", - " 7495e6d0-60ec-5d30-9686-4dba467f8634\n", - " terbium oxide\n", + " 8\n", + " 539dc0e7-1de1-401c-8a32-b92b00e63abd\n", + " pyrochlore concentrate\n", " \n", " \n", - " 6\n", - " 770a59c7-501a-56a8-988a-86d8a2d8f309\n", - " lutetium oxide\n", + " 10\n", + " c108213f-ae8f-4b3d-9b79-be6eac0bad62\n", + " tantalum concentrate, 30% Ta2O5\n", " \n", " \n", - " 7\n", - " 90542231-d3f9-53df-ba02-2adbecf59e9c\n", - " gadolinium oxide\n", + " 11\n", + " 50c6fdc4-c997-4a54-91fa-dd343bcfc2c9\n", + " titania slag, 94% titanium dioxide\n", " \n", " \n", - " 8\n", - " a392d309-fdfb-58be-93e4-8c0b843f548c\n", - " thulium oxide\n", + " 12\n", + " 518565e9-8537-42b5-869b-2df9bcfbb849\n", + " laterite, mineral\n", " \n", " \n", - " 9\n", - " e8e6fc47-a074-5f74-ab66-270ebe4e0f25\n", - " erbium oxide\n", + " 14\n", + " f31957b8-d8b1-4a37-8044-5c15c3440857\n", + " bamboo pole\n", " \n", " \n", " 17\n", - " 9668470a-28c8-55ed-a2fd-8a6f1aeb3d68\n", - " praseodymium-neodymium oxide\n", - " \n", - " \n", - " 18\n", - " e83fddb2-9a6c-43a4-8ad1-43311d7d78b8\n", - " tungsten concentrate\n", + " 96525009-1ff7-4f3c-aeb9-44ffd9a063ed\n", + " woven bamboo mat\n", " \n", " \n", " 20\n", - " eadd8b3b-9c5d-5166-a244-4f4e46914133\n", - " potash salt\n", + " 89e28693-8517-48b2-b6bd-e5dbda067dfc\n", + " NCA oxide\n", " \n", " \n", " 22\n", - " 93015ba0-863d-4535-be49-8a1b16b71782\n", - " salt\n", + " fa61e123-954d-4c67-a47a-215cc17a7f00\n", + " NMC111 oxide\n", " \n", " \n", - " 23\n", - " 610daa06-27af-553b-9382-71de32df4525\n", - " cross-laminated timber\n", - " \n", - " \n", - " 25\n", - " 84925dd9-d7ca-50b6-950e-0bbb739e0109\n", - " glued laminated timber, MUF-glue\n", + " 24\n", + " 16492d65-da65-41ea-9c2f-acf7f938b5ab\n", + " NMC811 oxide\n", " \n", " \n", " 26\n", - " 6eabd178-3f87-5399-a0e9-1875d44bfe28\n", - " glued laminated timber, PUR-glue\n", + " 08182e61-7e1a-4e55-8aad-aaf8de6fa678\n", + " cobalt sulfate\n", " \n", " \n", - " 27\n", - " ad13bd43-a99d-4d74-b4a0-63958aaca9c2\n", - " glued laminated timber, for indoor use\n", + " 28\n", + " 2ba90adb-d6f3-48da-a9e3-e67fa98fccab\n", + " disodium disulphite\n", " \n", " \n", - " 28\n", - " 9240ddac-1698-5fec-a4f5-c70cd009c2cf\n", - " glued solid timber\n", + " 29\n", + " 5839ffb0-438f-4a27-b082-06b0240cf020\n", + " oxalic acid\n", " \n", " \n", " 30\n", - " 92292ccd-ecbb-5ae6-8141-03114dd9c07c\n", - " structural timber\n", + " bbd262fd-3c4a-474a-afbb-f77c84c67c10\n", + " vinyl carbonate\n", + " \n", + " \n", + " 31\n", + " 2078f291-646e-48ee-b5d3-a5f6d69a8655\n", + " chlorine, for reuse in titanium tetrachloride ...\n", " \n", " \n", " 32\n", - " 5cee9505-17ca-55f9-9677-6edfbeb5edb4\n", - " tubular particleboard\n", + " bef7d0b3-c9d9-46db-a67d-2c9e550f2c12\n", + " magnesium, for reuse in titanium sponge produc...\n", " \n", " \n", - " 34\n", - " b0ba5ada-4b2a-4a29-b383-bdd78d6bbad6\n", - " folding boxboard carton\n", + " 37\n", + " 1ad880ad-6bec-4205-93dd-583f2a3cf40b\n", + " beryllium\n", " \n", " \n", - " 36\n", - " c5aaaecc-4f0f-50c0-85d7-9dd4c29bf269\n", - " paper sack\n", + " 39\n", + " fb0d9104-ba62-5c7b-8f4f-a0201435dfa7\n", + " electronic component, passive, mobile, earpiec...\n", " \n", " \n", - " 38\n", - " 3b1ed771-fa76-4ee0-9e45-813909cd5538\n", - " melamine urea formaldehyde adhesive\n", + " 40\n", + " 194d960e-34dc-532f-9a04-2197659f24ca\n", + " liquid crystal display, unmounted, mobile device\n", " \n", " \n", - " 39\n", - " 7b6256cb-08bf-4a0b-886f-fc14039419c1\n", - " packaging, for fertilisers\n", + " 41\n", + " 68375c1a-7bdd-5a24-aec8-f68ac9ab874e\n", + " consumer electronics, mobile device, smartphone\n", " \n", " \n", - " 40\n", - " a6ec2991-f0f9-42fe-b71c-995e50838b9b\n", - " glass wool mat\n", + " 42\n", + " eabc0ef6-672d-55a4-a2fa-ea3f6956b31c\n", + " consumer electronics, mobile device, tablet\n", " \n", " \n", - " 44\n", - " a95b9d49-4114-40c6-9929-0c6c79db22d1\n", - " nickel concentrate, 16% Ni\n", + " 43\n", + " 3094db58-4ba5-5a4a-a549-56533c6e5985\n", + " power adapter, for smartphone\n", " \n", " \n", - " 45\n", - " 8be1b6bc-2fc3-5489-91dc-5861064039c6\n", - " nickel concentrate, 7% Ni\n", + " 44\n", + " 12968f44-c081-4982-94da-d447bb56150b\n", + " anode, graphite, for Li-ion battery\n", " \n", " \n", - " 47\n", - " 5c87ce58-1c14-4af2-8bb2-218b118f2240\n", - " beryllium hydroxide\n", + " 46\n", + " 7310faf6-857d-4013-8fa4-043200a2c0e7\n", + " anode, silicon coated graphite, for Li-ion bat...\n", " \n", " \n", - " 49\n", - " a1a4f552-de0b-43a4-9b78-a587ad989f68\n", - " mixed natural gas and biomethane, high pressure\n", + " 48\n", + " d661a7da-bd43-43e9-8311-da1ff4505cf6\n", + " battery cell, Li-ion, NCA\n", " \n", " \n", " 50\n", - " cf539ec8-6301-40d6-8a44-1c84f861fa90\n", - " heat, central or small-scale, biomethane\n", + " d572da99-e3a9-4868-a480-c5480f352842\n", + " battery cell, Li-ion, NMC111\n", " \n", " \n", - " 53\n", - " 720d079e-242b-4d52-9268-bc9ffa6b5692\n", - " transport, freight, light commercial vehicle, ...\n", + " 52\n", + " 758f9b3a-cfaa-40e8-918c-9fb0a2e9e879\n", + " battery cell, Li-ion, NMC811\n", " \n", " \n", " 54\n", - " 173bc101-dadb-4bd8-952b-41b1b6fe2d90\n", - " transport, freight, light commercial vehicle, ...\n", + " 7c08195b-a164-424c-b305-7cf357389b67\n", + " battery module packaging, Li-ion\n", " \n", " \n", - " 55\n", - " 55b795a2-886f-419e-af38-fba1b83fa51b\n", - " transport, freight, light commercial vehicle, ...\n", + " 56\n", + " 779a79ee-7466-4a8b-8440-db906edf68e7\n", + " battery, Li-ion, NMC111, rechargeable, prismatic\n", " \n", " \n", - " 56\n", - " 999d5179-2235-493a-8bd8-d805bb71eee8\n", - " transport, freight, lorry 7.5-16 metric ton, E...\n", + " 58\n", + " 2fa1e1c0-3d02-46b6-9baf-e04422951dc8\n", + " battery, Li-ion, NCA, rechargeable, prismatic\n", " \n", " \n", - " 57\n", - " a8523835-3905-4e3f-9e2f-ae1d8cad0317\n", - " transport, freight, lorry 7.5-16 metric ton, u...\n", + " 60\n", + " c549d0cd-57fe-43a7-911e-34b8017d67c5\n", + " battery, Li-ion, NMC811, rechargeable, prismatic\n", " \n", " \n", - " 58\n", - " 8ddc8009-4733-49e9-8a4e-a1081d05eb8b\n", - " transport, freight, lorry >32 metric ton, EURO1\n", + " 62\n", + " 7fbe7184-9e9e-4a21-bd42-fa630266af1d\n", + " battery, lead acid, rechargeable, stationary\n", " \n", " \n", - " 59\n", - " 3a40db23-1aed-4b82-8117-32251e039134\n", - " transport, freight, lorry >32 metric ton, EURO2\n", + " 64\n", + " e2d6dd95-4200-4497-901a-eaf6eaff4276\n", + " cathode, NCA, for Li-ion battery\n", " \n", " \n", - " 60\n", - " eee5f6b0-7c73-473a-9e27-82d38ae3661b\n", - " transport, freight, lorry >32 metric ton, unre...\n", + " 66\n", + " 8b1ca0c8-3ccc-4d53-a0ec-d3438cb6cd59\n", + " cathode, NMC811, for Li-ion battery\n", + " \n", + " \n", + " 68\n", + " d7eb78bc-ed18-4080-95de-728ae6d73a73\n", + " high voltage system, for Li-ion battery\n", + " \n", + " \n", + " 69\n", + " 0cd164f3-86b7-46e5-aab9-5192d7be6303\n", + " low voltage system, for Li-ion battery\n", + " \n", + " \n", + " 70\n", + " d47b1a19-22dc-4950-bf7d-e499205bb957\n", + " copper collector foil, for Li-ion battery\n", " \n", " \n", "\n", @@ -809,87 +815,89 @@ ], "text/plain": [ " productId \\\n", - "0 beb1b4ef-e2ad-40e3-934f-10a2c0006eed \n", - "1 1ec16786-a836-54a3-896a-f41ea3a9f9ec \n", - "3 1020c079-f3c3-5699-8fc9-72559914756a \n", - "4 43df1b02-7f7b-5f66-9cc6-f93a64e4b0c3 \n", - "5 7495e6d0-60ec-5d30-9686-4dba467f8634 \n", - "6 770a59c7-501a-56a8-988a-86d8a2d8f309 \n", - "7 90542231-d3f9-53df-ba02-2adbecf59e9c \n", - "8 a392d309-fdfb-58be-93e4-8c0b843f548c \n", - "9 e8e6fc47-a074-5f74-ab66-270ebe4e0f25 \n", - "17 9668470a-28c8-55ed-a2fd-8a6f1aeb3d68 \n", - "18 e83fddb2-9a6c-43a4-8ad1-43311d7d78b8 \n", - "20 eadd8b3b-9c5d-5166-a244-4f4e46914133 \n", - "22 93015ba0-863d-4535-be49-8a1b16b71782 \n", - "23 610daa06-27af-553b-9382-71de32df4525 \n", - "25 84925dd9-d7ca-50b6-950e-0bbb739e0109 \n", - "26 6eabd178-3f87-5399-a0e9-1875d44bfe28 \n", - "27 ad13bd43-a99d-4d74-b4a0-63958aaca9c2 \n", - "28 9240ddac-1698-5fec-a4f5-c70cd009c2cf \n", - "30 92292ccd-ecbb-5ae6-8141-03114dd9c07c \n", - "32 5cee9505-17ca-55f9-9677-6edfbeb5edb4 \n", - "34 b0ba5ada-4b2a-4a29-b383-bdd78d6bbad6 \n", - "36 c5aaaecc-4f0f-50c0-85d7-9dd4c29bf269 \n", - "38 3b1ed771-fa76-4ee0-9e45-813909cd5538 \n", - "39 7b6256cb-08bf-4a0b-886f-fc14039419c1 \n", - "40 a6ec2991-f0f9-42fe-b71c-995e50838b9b \n", - "44 a95b9d49-4114-40c6-9929-0c6c79db22d1 \n", - "45 8be1b6bc-2fc3-5489-91dc-5861064039c6 \n", - "47 5c87ce58-1c14-4af2-8bb2-218b118f2240 \n", - "49 a1a4f552-de0b-43a4-9b78-a587ad989f68 \n", - "50 cf539ec8-6301-40d6-8a44-1c84f861fa90 \n", - "53 720d079e-242b-4d52-9268-bc9ffa6b5692 \n", - "54 173bc101-dadb-4bd8-952b-41b1b6fe2d90 \n", - "55 55b795a2-886f-419e-af38-fba1b83fa51b \n", - "56 999d5179-2235-493a-8bd8-d805bb71eee8 \n", - "57 a8523835-3905-4e3f-9e2f-ae1d8cad0317 \n", - "58 8ddc8009-4733-49e9-8a4e-a1081d05eb8b \n", - "59 3a40db23-1aed-4b82-8117-32251e039134 \n", - "60 eee5f6b0-7c73-473a-9e27-82d38ae3661b \n", + "0 4783e92c-7b3b-5227-8270-18e215988fcc \n", + "3 51981001-f60a-4dce-ae66-c0aeef64015e \n", + "6 8a107433-7284-4997-9d3b-17a04e0eb00e \n", + "8 539dc0e7-1de1-401c-8a32-b92b00e63abd \n", + "10 c108213f-ae8f-4b3d-9b79-be6eac0bad62 \n", + "11 50c6fdc4-c997-4a54-91fa-dd343bcfc2c9 \n", + "12 518565e9-8537-42b5-869b-2df9bcfbb849 \n", + "14 f31957b8-d8b1-4a37-8044-5c15c3440857 \n", + "17 96525009-1ff7-4f3c-aeb9-44ffd9a063ed \n", + "20 89e28693-8517-48b2-b6bd-e5dbda067dfc \n", + "22 fa61e123-954d-4c67-a47a-215cc17a7f00 \n", + "24 16492d65-da65-41ea-9c2f-acf7f938b5ab \n", + "26 08182e61-7e1a-4e55-8aad-aaf8de6fa678 \n", + "28 2ba90adb-d6f3-48da-a9e3-e67fa98fccab \n", + "29 5839ffb0-438f-4a27-b082-06b0240cf020 \n", + "30 bbd262fd-3c4a-474a-afbb-f77c84c67c10 \n", + "31 2078f291-646e-48ee-b5d3-a5f6d69a8655 \n", + "32 bef7d0b3-c9d9-46db-a67d-2c9e550f2c12 \n", + "37 1ad880ad-6bec-4205-93dd-583f2a3cf40b \n", + "39 fb0d9104-ba62-5c7b-8f4f-a0201435dfa7 \n", + "40 194d960e-34dc-532f-9a04-2197659f24ca \n", + "41 68375c1a-7bdd-5a24-aec8-f68ac9ab874e \n", + "42 eabc0ef6-672d-55a4-a2fa-ea3f6956b31c \n", + "43 3094db58-4ba5-5a4a-a549-56533c6e5985 \n", + "44 12968f44-c081-4982-94da-d447bb56150b \n", + "46 7310faf6-857d-4013-8fa4-043200a2c0e7 \n", + "48 d661a7da-bd43-43e9-8311-da1ff4505cf6 \n", + "50 d572da99-e3a9-4868-a480-c5480f352842 \n", + "52 758f9b3a-cfaa-40e8-918c-9fb0a2e9e879 \n", + "54 7c08195b-a164-424c-b305-7cf357389b67 \n", + "56 779a79ee-7466-4a8b-8440-db906edf68e7 \n", + "58 2fa1e1c0-3d02-46b6-9baf-e04422951dc8 \n", + "60 c549d0cd-57fe-43a7-911e-34b8017d67c5 \n", + "62 7fbe7184-9e9e-4a21-bd42-fa630266af1d \n", + "64 e2d6dd95-4200-4497-901a-eaf6eaff4276 \n", + "66 8b1ca0c8-3ccc-4d53-a0ec-d3438cb6cd59 \n", + "68 d7eb78bc-ed18-4080-95de-728ae6d73a73 \n", + "69 0cd164f3-86b7-46e5-aab9-5192d7be6303 \n", + "70 d47b1a19-22dc-4950-bf7d-e499205bb957 \n", "\n", " productName \n", - "0 rare earth oxide concentrate, 50% REO \n", - "1 ytterbium oxide \n", - "3 dysprosium oxide \n", - "4 holmium oxide \n", - "5 terbium oxide \n", - "6 lutetium oxide \n", - "7 gadolinium oxide \n", - "8 thulium oxide \n", - "9 erbium oxide \n", - "17 praseodymium-neodymium oxide \n", - "18 tungsten concentrate \n", - "20 potash salt \n", - "22 salt \n", - "23 cross-laminated timber \n", - "25 glued laminated timber, MUF-glue \n", - "26 glued laminated timber, PUR-glue \n", - "27 glued laminated timber, for indoor use \n", - "28 glued solid timber \n", - "30 structural timber \n", - "32 tubular particleboard \n", - "34 folding boxboard carton \n", - "36 paper sack \n", - "38 melamine urea formaldehyde adhesive \n", - "39 packaging, for fertilisers \n", - "40 glass wool mat \n", - "44 nickel concentrate, 16% Ni \n", - "45 nickel concentrate, 7% Ni \n", - "47 beryllium hydroxide \n", - "49 mixed natural gas and biomethane, high pressure \n", - "50 heat, central or small-scale, biomethane \n", - "53 transport, freight, light commercial vehicle, ... \n", - "54 transport, freight, light commercial vehicle, ... \n", - "55 transport, freight, light commercial vehicle, ... \n", - "56 transport, freight, lorry 7.5-16 metric ton, E... \n", - "57 transport, freight, lorry 7.5-16 metric ton, u... \n", - "58 transport, freight, lorry >32 metric ton, EURO1 \n", - "59 transport, freight, lorry >32 metric ton, EURO2 \n", - "60 transport, freight, lorry >32 metric ton, unre... " + "0 lentil \n", + "3 bamboo culm \n", + "6 isobutane \n", + "8 pyrochlore concentrate \n", + "10 tantalum concentrate, 30% Ta2O5 \n", + "11 titania slag, 94% titanium dioxide \n", + "12 laterite, mineral \n", + "14 bamboo pole \n", + "17 woven bamboo mat \n", + "20 NCA oxide \n", + "22 NMC111 oxide \n", + "24 NMC811 oxide \n", + "26 cobalt sulfate \n", + "28 disodium disulphite \n", + "29 oxalic acid \n", + "30 vinyl carbonate \n", + "31 chlorine, for reuse in titanium tetrachloride ... \n", + "32 magnesium, for reuse in titanium sponge produc... \n", + "37 beryllium \n", + "39 electronic component, passive, mobile, earpiec... \n", + "40 liquid crystal display, unmounted, mobile device \n", + "41 consumer electronics, mobile device, smartphone \n", + "42 consumer electronics, mobile device, tablet \n", + "43 power adapter, for smartphone \n", + "44 anode, graphite, for Li-ion battery \n", + "46 anode, silicon coated graphite, for Li-ion bat... \n", + "48 battery cell, Li-ion, NCA \n", + "50 battery cell, Li-ion, NMC111 \n", + "52 battery cell, Li-ion, NMC811 \n", + "54 battery module packaging, Li-ion \n", + "56 battery, Li-ion, NMC111, rechargeable, prismatic \n", + "58 battery, Li-ion, NCA, rechargeable, prismatic \n", + "60 battery, Li-ion, NMC811, rechargeable, prismatic \n", + "62 battery, lead acid, rechargeable, stationary \n", + "64 cathode, NCA, for Li-ion battery \n", + "66 cathode, NMC811, for Li-ion battery \n", + "68 high voltage system, for Li-ion battery \n", + "69 low voltage system, for Li-ion battery \n", + "70 copper collector foil, for Li-ion battery " ] }, - "execution_count": 21, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -898,13 +906,6 @@ "concordances_to_do" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### 7. 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