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Biogas Production From Cow Manure

Measurements fm experiments using domestic biodigestors by prof Jackson Milano

@kaggle.ivandaudt_biogas_production_bgs_domestic_biodigestor

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About this Dataset

Biogas Production From Cow Manure

This dataset was granted by professor Jackson Milano, from Universidade Positivo, as part of his essay with BGS domestic biodigestors, in a ranch, for 14 months, experimenting 4 different biodigestor configurations to obtain continuous biogas production from cow manure all over the year in south of Brazil.

About the settings and tests

Settings used on his experiments:

  • bio 1: biodigestor 1 straight to the ground with NO insulation
  • bio 2: biodigestor 2 insulated from the ground

Timeline of tests/settings and main events:

  1. test 0: may21 - oct21 (bio1)
  2. test 1: nov21 - feb21 (bio1 + bio 2 installation)
  3. test 2: 22-mar-06 to 22-mai-06 (bio 1 + bio 2 + gas recirculation 20s/hour)
  4. test 3: 22-mai-07 to 22-jul-07 (bio 1 + bio 2 + gas recirculation 40s/hour)

File information

Column names and general information:

  • Data: date
  • Hora: hour
  • umidAmb: air humidity (Umidade ambiente)
  • tempAmb: air temperature in celsius (temperatura ambiente)
  • tempSubst: efluent temperature in celsius (temperatura do substrato)
  • tempSolo: ground temperature in celsius (temperatura do solo)
  • umidGas: biogas humidity (umidade do biogás)
  • tempGas: biogas temperature in celsius (temperatura do biogás)
  • decDeBiogas: biogás production dm3 (decímetros cúbicos de biogás produzido)
  • volumeTotal: daily total volume produced (volume total produzido no dia)

Other details:

  • Columns with no suffix at all are for bio 1
  • Columns with suffix "B2" (nov/21 onwards) refers to bio 2 (measurements from both biodigestors combined in a single file)
  • 998 and 999 values are sensor errors and should be ignored/removed

Tables

Biogas Bio1 Aug2021

@kaggle.ivandaudt_biogas_production_bgs_domestic_biodigestor.biogas_bio1_aug2021
  • 70.56 KB
  • 1227 rows
  • 86 columns
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CREATE TABLE biogas_bio1_aug2021 (
  "data" TIMESTAMP,
  "hora" VARCHAR,
  "tempsubst" DOUBLE,
  "tempsolo" DOUBLE,
  "umidamb" DOUBLE,
  "tempamb" DOUBLE,
  "umidgas" DOUBLE,
  "tempgas" DOUBLE,
  "decdebiogas" DOUBLE,
  "volumetotal" DOUBLE,
  "unnamed_10" VARCHAR,
  "unnamed_11" VARCHAR,
  "unnamed_12" VARCHAR,
  "unnamed_13" VARCHAR,
  "unnamed_14" VARCHAR,
  "unnamed_15" VARCHAR,
  "unnamed_16" VARCHAR,
  "unnamed_17" VARCHAR,
  "unnamed_18" VARCHAR,
  "unnamed_19" VARCHAR,
  "unnamed_20" VARCHAR,
  "unnamed_21" VARCHAR,
  "unnamed_22" VARCHAR,
  "unnamed_23" VARCHAR,
  "unnamed_24" VARCHAR,
  "unnamed_25" VARCHAR,
  "unnamed_26" VARCHAR,
  "unnamed_27" VARCHAR,
  "unnamed_28" VARCHAR,
  "unnamed_29" VARCHAR,
  "unnamed_30" VARCHAR,
  "unnamed_31" VARCHAR,
  "unnamed_32" VARCHAR,
  "unnamed_33" VARCHAR,
  "unnamed_34" VARCHAR,
  "unnamed_35" VARCHAR,
  "unnamed_36" VARCHAR,
  "unnamed_37" VARCHAR,
  "unnamed_38" VARCHAR,
  "unnamed_39" VARCHAR,
  "unnamed_40" VARCHAR,
  "unnamed_41" VARCHAR,
  "unnamed_42" VARCHAR,
  "unnamed_43" VARCHAR,
  "unnamed_44" VARCHAR,
  "unnamed_45" VARCHAR,
  "unnamed_46" VARCHAR,
  "unnamed_47" VARCHAR,
  "unnamed_48" VARCHAR,
  "unnamed_49" VARCHAR,
  "unnamed_50" VARCHAR,
  "unnamed_51" VARCHAR,
  "unnamed_52" VARCHAR,
  "unnamed_53" VARCHAR,
  "unnamed_54" VARCHAR,
  "unnamed_55" VARCHAR,
  "unnamed_56" VARCHAR,
  "unnamed_57" VARCHAR,
  "unnamed_58" VARCHAR,
  "unnamed_59" VARCHAR,
  "unnamed_60" VARCHAR,
  "unnamed_61" VARCHAR,
  "unnamed_62" VARCHAR,
  "unnamed_63" VARCHAR,
  "unnamed_64" VARCHAR,
  "unnamed_65" VARCHAR,
  "unnamed_66" VARCHAR,
  "unnamed_67" VARCHAR,
  "unnamed_68" VARCHAR,
  "unnamed_69" VARCHAR,
  "unnamed_70" VARCHAR,
  "unnamed_71" VARCHAR,
  "unnamed_72" VARCHAR,
  "unnamed_73" VARCHAR,
  "unnamed_74" VARCHAR,
  "unnamed_75" VARCHAR,
  "unnamed_76" VARCHAR,
  "unnamed_77" VARCHAR,
  "unnamed_78" VARCHAR,
  "unnamed_79" VARCHAR,
  "unnamed_80" VARCHAR,
  "unnamed_81" VARCHAR,
  "unnamed_82" VARCHAR,
  "unnamed_83" VARCHAR,
  "unnamed_84" VARCHAR,
  "unnamed_85" VARCHAR
);

Biogas Bio1 Jul2021

@kaggle.ivandaudt_biogas_production_bgs_domestic_biodigestor.biogas_bio1_jul2021
  • 31.89 KB
  • 1245 rows
  • 10 columns
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CREATE TABLE biogas_bio1_jul2021 (
  "data" TIMESTAMP,
  "hora" VARCHAR,
  "tempsubst" DOUBLE,
  "tempsolo" DOUBLE,
  "umidamb" DOUBLE,
  "tempamb" DOUBLE,
  "umidgas" DOUBLE,
  "tempgas" DOUBLE,
  "decdebiogas" BIGINT,
  "volumetotal" BIGINT
);

Biogas Bio1 Jun2021

@kaggle.ivandaudt_biogas_production_bgs_domestic_biodigestor.biogas_bio1_jun2021
  • 32.06 KB
  • 1265 rows
  • 10 columns
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CREATE TABLE biogas_bio1_jun2021 (
  "data" TIMESTAMP,
  "hora" VARCHAR,
  "tempsubst" DOUBLE,
  "tempsolo" DOUBLE,
  "umidamb" DOUBLE,
  "tempamb" DOUBLE,
  "umidgas" DOUBLE,
  "tempgas" DOUBLE,
  "decdebiogas" BIGINT,
  "volumetotal" BIGINT
);

Biogas Bio1 May2021

@kaggle.ivandaudt_biogas_production_bgs_domestic_biodigestor.biogas_bio1_may2021
  • 29.79 KB
  • 1005 rows
  • 10 columns
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CREATE TABLE biogas_bio1_may2021 (
  "data" TIMESTAMP,
  "hora" VARCHAR,
  "umidamb" DOUBLE,
  "tempamb" DOUBLE,
  "tempsubst" DOUBLE,
  "tempsolo" DOUBLE,
  "umidgas" DOUBLE,
  "tempgas" DOUBLE,
  "decdebiogas" DOUBLE,
  "volumetotal" DOUBLE
);

Biogas Bio1 Oct2021

@kaggle.ivandaudt_biogas_production_bgs_domestic_biodigestor.biogas_bio1_oct2021
  • 11.46 KB
  • 611 rows
  • 10 columns
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CREATE TABLE biogas_bio1_oct2021 (
  "data" TIMESTAMP,
  "hora" VARCHAR,
  "umidamb" DOUBLE,
  "tempamb" DOUBLE,
  "tempsubst" DOUBLE,
  "tempsolo" DOUBLE,
  "umidgas" DOUBLE,
  "tempgas" DOUBLE,
  "decdebiogas" DOUBLE,
  "volumetotal" DOUBLE
);

Biogas Bio1 Sep2021

@kaggle.ivandaudt_biogas_production_bgs_domestic_biodigestor.biogas_bio1_sep2021
  • 11.6 KB
  • 203 rows
  • 10 columns
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CREATE TABLE biogas_bio1_sep2021 (
  "data" TIMESTAMP,
  "hora" VARCHAR,
  "umidamb" DOUBLE,
  "tempamb" DOUBLE,
  "tempsubst" DOUBLE,
  "tempsolo" DOUBLE,
  "umidgas" DOUBLE,
  "tempgas" DOUBLE,
  "decdebiogas" DOUBLE,
  "volumetotal" DOUBLE
);

Biogas Bio1 Bio2 Apr2022

@kaggle.ivandaudt_biogas_production_bgs_domestic_biodigestor.biogas_bio1_bio2_apr2022
  • 30.68 KB
  • 1481 rows
  • 18 columns
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CREATE TABLE biogas_bio1_bio2_apr2022 (
  "data" TIMESTAMP,
  "hora" VARCHAR,
  "tempgasb2" BIGINT,
  "tempamb" DOUBLE,
  "tempgas" DOUBLE,
  "umidgasb2" BIGINT,
  "tempsolob2" DOUBLE,
  "umidgas" DOUBLE,
  "falhasensor" VARCHAR,
  "tempsubst" DOUBLE,
  "umidamb" DOUBLE,
  "falhasensorb2" VARCHAR,
  "volumetotalb2" BIGINT,
  "decdebiogasb2" DOUBLE,
  "decdebiogas" DOUBLE,
  "volumetotal" DOUBLE,
  "tempsubstb2" DOUBLE,
  "tempsolo" DOUBLE
);

Biogas Bio1 Bio2 Dec2021

@kaggle.ivandaudt_biogas_production_bgs_domestic_biodigestor.biogas_bio1_bio2_dec2021
  • 54.12 KB
  • 2837 rows
  • 18 columns
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CREATE TABLE biogas_bio1_bio2_dec2021 (
  "data" TIMESTAMP,
  "hora" VARCHAR,
  "tempgasb2" DOUBLE,
  "tempamb" DOUBLE,
  "tempgas" DOUBLE,
  "umidgasb2" DOUBLE,
  "tempsolob2" DOUBLE,
  "umidgas" DOUBLE,
  "falhasensor" VARCHAR,
  "tempsubst" DOUBLE,
  "umidamb" DOUBLE,
  "falhasensorb2" VARCHAR,
  "volumetotalb2" BIGINT,
  "decdebiogasb2" DOUBLE,
  "decdebiogas" DOUBLE,
  "volumetotal" BIGINT,
  "tempsubstb2" DOUBLE,
  "tempsolo" DOUBLE
);

Biogas Bio1 Bio2 Feb2022

@kaggle.ivandaudt_biogas_production_bgs_domestic_biodigestor.biogas_bio1_bio2_feb2022
  • 47.83 KB
  • 2591 rows
  • 18 columns
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CREATE TABLE biogas_bio1_bio2_feb2022 (
  "data" TIMESTAMP,
  "hora" VARCHAR,
  "tempgasb2" BIGINT,
  "tempamb" DOUBLE,
  "tempgas" DOUBLE,
  "umidgasb2" BIGINT,
  "tempsolob2" DOUBLE,
  "umidgas" DOUBLE,
  "falhasensor" VARCHAR,
  "tempsubst" DOUBLE,
  "umidamb" DOUBLE,
  "falhasensorb2" VARCHAR,
  "volumetotalb2" BIGINT,
  "decdebiogasb2" DOUBLE,
  "decdebiogas" DOUBLE,
  "volumetotal" DOUBLE,
  "tempsubstb2" DOUBLE,
  "tempsolo" DOUBLE
);

Biogas Bio1 Bio2 Jan2022

@kaggle.ivandaudt_biogas_production_bgs_domestic_biodigestor.biogas_bio1_bio2_jan2022
  • 45.87 KB
  • 2677 rows
  • 18 columns
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CREATE TABLE biogas_bio1_bio2_jan2022 (
  "data" TIMESTAMP,
  "hora" VARCHAR,
  "tempgasb2" DOUBLE,
  "tempamb" DOUBLE,
  "tempgas" DOUBLE,
  "umidgasb2" DOUBLE,
  "tempsolob2" DOUBLE,
  "umidgas" DOUBLE,
  "falhasensor" VARCHAR,
  "tempsubst" DOUBLE,
  "umidamb" DOUBLE,
  "falhasensorb2" VARCHAR,
  "volumetotalb2" DOUBLE,
  "decdebiogasb2" DOUBLE,
  "decdebiogas" DOUBLE,
  "volumetotal" DOUBLE,
  "tempsubstb2" DOUBLE,
  "tempsolo" DOUBLE
);

Biogas Bio1 Bio2 Jul2022

@kaggle.ivandaudt_biogas_production_bgs_domestic_biodigestor.biogas_bio1_bio2_jul2022
  • 19.37 KB
  • 502 rows
  • 18 columns
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CREATE TABLE biogas_bio1_bio2_jul2022 (
  "data" TIMESTAMP,
  "hora" VARCHAR,
  "tempgasb2" BIGINT,
  "tempamb" DOUBLE,
  "tempgas" BIGINT,
  "umidgasb2" BIGINT,
  "tempsolob2" DOUBLE,
  "umidgas" BIGINT,
  "falhasensor" VARCHAR,
  "tempsubst" DOUBLE,
  "umidamb" DOUBLE,
  "falhasensorb2" VARCHAR,
  "volumetotalb2" BIGINT,
  "decdebiogasb2" DOUBLE,
  "decdebiogas" BIGINT,
  "volumetotal" BIGINT,
  "tempsubstb2" DOUBLE,
  "tempsolo" DOUBLE
);

Biogas Bio1 Bio2 Jun2022

@kaggle.ivandaudt_biogas_production_bgs_domestic_biodigestor.biogas_bio1_bio2_jun2022
  • 34.19 KB
  • 1581 rows
  • 18 columns
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CREATE TABLE biogas_bio1_bio2_jun2022 (
  "data" TIMESTAMP,
  "hora" VARCHAR,
  "tempgasb2" BIGINT,
  "tempamb" DOUBLE,
  "tempgas" DOUBLE,
  "umidgasb2" BIGINT,
  "tempsolob2" DOUBLE,
  "umidgas" DOUBLE,
  "falhasensor" VARCHAR,
  "tempsubst" DOUBLE,
  "umidamb" DOUBLE,
  "falhasensorb2" VARCHAR,
  "volumetotalb2" BIGINT,
  "decdebiogasb2" DOUBLE,
  "decdebiogas" BIGINT,
  "volumetotal" BIGINT,
  "tempsubstb2" DOUBLE,
  "tempsolo" DOUBLE
);

Biogas Bio1 Bio2 Mar2022

@kaggle.ivandaudt_biogas_production_bgs_domestic_biodigestor.biogas_bio1_bio2_mar2022
  • 59.96 KB
  • 3123 rows
  • 18 columns
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CREATE TABLE biogas_bio1_bio2_mar2022 (
  "data" TIMESTAMP,
  "hora" VARCHAR,
  "tempgasb2" DOUBLE,
  "tempamb" DOUBLE,
  "tempgas" DOUBLE,
  "umidgasb2" DOUBLE,
  "tempsolob2" DOUBLE,
  "umidgas" DOUBLE,
  "falhasensor" VARCHAR,
  "tempsubst" DOUBLE,
  "umidamb" DOUBLE,
  "falhasensorb2" VARCHAR,
  "volumetotalb2" DOUBLE,
  "decdebiogasb2" DOUBLE,
  "decdebiogas" DOUBLE,
  "volumetotal" DOUBLE,
  "tempsubstb2" DOUBLE,
  "tempsolo" DOUBLE
);

Biogas Bio1 Bio2 Nov2021

@kaggle.ivandaudt_biogas_production_bgs_domestic_biodigestor.biogas_bio1_bio2_nov2021
  • 82.74 KB
  • 2771 rows
  • 18 columns
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CREATE TABLE biogas_bio1_bio2_nov2021 (
  "data" TIMESTAMP,
  "hora" VARCHAR,
  "tempgasb2" DOUBLE,
  "tempamb" DOUBLE,
  "tempgas" DOUBLE,
  "umidgasb2" DOUBLE,
  "tempsolob2" DOUBLE,
  "umidgas" DOUBLE,
  "falhasensor" VARCHAR,
  "tempsubst" DOUBLE,
  "umidamb" DOUBLE,
  "falhasensorb2" VARCHAR,
  "volumetotalb2" DOUBLE,
  "decdebiogasb2" DOUBLE,
  "decdebiogas" DOUBLE,
  "volumetotal" DOUBLE,
  "tempsubstb2" DOUBLE,
  "tempsolo" DOUBLE
);

Biogas Bio1 Bio2 Mai2022

@kaggle.ivandaudt_biogas_production_bgs_domestic_biodigestor.biogas_bio1_bio2_mai2022
  • 38.05 KB
  • 1886 rows
  • 18 columns
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CREATE TABLE biogas_bio1_bio2_mai2022 (
  "data" TIMESTAMP,
  "hora" VARCHAR,
  "tempgasb2" BIGINT,
  "tempamb" DOUBLE,
  "tempgas" DOUBLE,
  "umidgasb2" BIGINT,
  "tempsolob2" DOUBLE,
  "umidgas" DOUBLE,
  "falhasensor" VARCHAR,
  "tempsubst" DOUBLE,
  "umidamb" DOUBLE,
  "falhasensorb2" VARCHAR,
  "volumetotalb2" BIGINT,
  "decdebiogasb2" DOUBLE,
  "decdebiogas" DOUBLE,
  "volumetotal" BIGINT,
  "tempsubstb2" DOUBLE,
  "tempsolo" DOUBLE
);

Biogas Bio2 Oct2021

@kaggle.ivandaudt_biogas_production_bgs_domestic_biodigestor.biogas_bio2_oct2021
  • 62.12 KB
  • 611 rows
  • 104 columns
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CREATE TABLE biogas_bio2_oct2021 (
  "data" TIMESTAMP,
  "hora" VARCHAR,
  "umidamb" DOUBLE,
  "tempamb" DOUBLE,
  "tempsubst" DOUBLE,
  "tempsolo" DOUBLE,
  "umidgas" DOUBLE,
  "tempgas" DOUBLE,
  "decdebiogas" DOUBLE,
  "volumetotal" DOUBLE,
  "unnamed_10" VARCHAR,
  "unnamed_11" VARCHAR,
  "unnamed_12" VARCHAR,
  "unnamed_13" VARCHAR,
  "unnamed_14" VARCHAR,
  "unnamed_15" VARCHAR,
  "unnamed_16" VARCHAR,
  "unnamed_17" VARCHAR,
  "unnamed_18" VARCHAR,
  "unnamed_19" VARCHAR,
  "unnamed_20" VARCHAR,
  "unnamed_21" VARCHAR,
  "unnamed_22" VARCHAR,
  "unnamed_23" VARCHAR,
  "unnamed_24" VARCHAR,
  "unnamed_25" VARCHAR,
  "unnamed_26" VARCHAR,
  "unnamed_27" VARCHAR,
  "unnamed_28" VARCHAR,
  "unnamed_29" VARCHAR,
  "unnamed_30" VARCHAR,
  "unnamed_31" VARCHAR,
  "unnamed_32" VARCHAR,
  "unnamed_33" VARCHAR,
  "unnamed_34" VARCHAR,
  "unnamed_35" VARCHAR,
  "unnamed_36" VARCHAR,
  "unnamed_37" VARCHAR,
  "unnamed_38" VARCHAR,
  "unnamed_39" VARCHAR,
  "unnamed_40" VARCHAR,
  "unnamed_41" VARCHAR,
  "unnamed_42" VARCHAR,
  "unnamed_43" VARCHAR,
  "unnamed_44" VARCHAR,
  "unnamed_45" VARCHAR,
  "unnamed_46" VARCHAR,
  "unnamed_47" VARCHAR,
  "unnamed_48" VARCHAR,
  "unnamed_49" VARCHAR,
  "unnamed_50" VARCHAR,
  "unnamed_51" VARCHAR,
  "unnamed_52" VARCHAR,
  "unnamed_53" VARCHAR,
  "unnamed_54" VARCHAR,
  "unnamed_55" VARCHAR,
  "unnamed_56" VARCHAR,
  "unnamed_57" VARCHAR,
  "unnamed_58" VARCHAR,
  "unnamed_59" VARCHAR,
  "unnamed_60" VARCHAR,
  "unnamed_61" VARCHAR,
  "unnamed_62" VARCHAR,
  "unnamed_63" VARCHAR,
  "unnamed_64" VARCHAR,
  "unnamed_65" VARCHAR,
  "unnamed_66" VARCHAR,
  "unnamed_67" VARCHAR,
  "unnamed_68" VARCHAR,
  "unnamed_69" VARCHAR,
  "unnamed_70" VARCHAR,
  "unnamed_71" VARCHAR,
  "unnamed_72" VARCHAR,
  "unnamed_73" VARCHAR,
  "unnamed_74" VARCHAR,
  "unnamed_75" VARCHAR,
  "unnamed_76" VARCHAR,
  "unnamed_77" VARCHAR,
  "unnamed_78" VARCHAR,
  "unnamed_79" VARCHAR,
  "unnamed_80" VARCHAR,
  "unnamed_81" VARCHAR,
  "unnamed_82" VARCHAR,
  "unnamed_83" VARCHAR,
  "unnamed_84" VARCHAR,
  "unnamed_85" VARCHAR,
  "unnamed_86" VARCHAR,
  "unnamed_87" VARCHAR,
  "unnamed_88" VARCHAR,
  "unnamed_89" VARCHAR,
  "unnamed_90" VARCHAR,
  "unnamed_91" VARCHAR,
  "unnamed_92" VARCHAR,
  "unnamed_93" VARCHAR,
  "unnamed_94" VARCHAR,
  "unnamed_95" VARCHAR,
  "unnamed_96" VARCHAR,
  "unnamed_97" VARCHAR,
  "unnamed_98" VARCHAR,
  "unnamed_99" VARCHAR
);

Biogas Bio2 Sept2021

@kaggle.ivandaudt_biogas_production_bgs_domestic_biodigestor.biogas_bio2_sept2021
  • 63.47 KB
  • 203 rows
  • 104 columns
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CREATE TABLE biogas_bio2_sept2021 (
  "data" TIMESTAMP,
  "hora" VARCHAR,
  "umidamb" DOUBLE,
  "tempamb" DOUBLE,
  "tempsubst" DOUBLE,
  "tempsolo" DOUBLE,
  "umidgas" DOUBLE,
  "tempgas" DOUBLE,
  "decdebiogas" DOUBLE,
  "volumetotal" DOUBLE,
  "unnamed_10" VARCHAR,
  "unnamed_11" VARCHAR,
  "unnamed_12" VARCHAR,
  "unnamed_13" VARCHAR,
  "unnamed_14" VARCHAR,
  "unnamed_15" VARCHAR,
  "unnamed_16" VARCHAR,
  "unnamed_17" VARCHAR,
  "unnamed_18" VARCHAR,
  "unnamed_19" VARCHAR,
  "unnamed_20" VARCHAR,
  "unnamed_21" VARCHAR,
  "unnamed_22" VARCHAR,
  "unnamed_23" VARCHAR,
  "unnamed_24" VARCHAR,
  "unnamed_25" VARCHAR,
  "unnamed_26" VARCHAR,
  "unnamed_27" VARCHAR,
  "unnamed_28" VARCHAR,
  "unnamed_29" VARCHAR,
  "unnamed_30" VARCHAR,
  "unnamed_31" VARCHAR,
  "unnamed_32" VARCHAR,
  "unnamed_33" VARCHAR,
  "unnamed_34" VARCHAR,
  "unnamed_35" VARCHAR,
  "unnamed_36" VARCHAR,
  "unnamed_37" VARCHAR,
  "unnamed_38" VARCHAR,
  "unnamed_39" VARCHAR,
  "unnamed_40" VARCHAR,
  "unnamed_41" VARCHAR,
  "unnamed_42" VARCHAR,
  "unnamed_43" VARCHAR,
  "unnamed_44" VARCHAR,
  "unnamed_45" VARCHAR,
  "unnamed_46" VARCHAR,
  "unnamed_47" VARCHAR,
  "unnamed_48" VARCHAR,
  "unnamed_49" VARCHAR,
  "unnamed_50" VARCHAR,
  "unnamed_51" VARCHAR,
  "unnamed_52" VARCHAR,
  "unnamed_53" VARCHAR,
  "unnamed_54" VARCHAR,
  "unnamed_55" VARCHAR,
  "unnamed_56" VARCHAR,
  "unnamed_57" VARCHAR,
  "unnamed_58" VARCHAR,
  "unnamed_59" VARCHAR,
  "unnamed_60" VARCHAR,
  "unnamed_61" VARCHAR,
  "unnamed_62" VARCHAR,
  "unnamed_63" VARCHAR,
  "unnamed_64" VARCHAR,
  "unnamed_65" VARCHAR,
  "unnamed_66" VARCHAR,
  "unnamed_67" VARCHAR,
  "unnamed_68" VARCHAR,
  "unnamed_69" VARCHAR,
  "unnamed_70" VARCHAR,
  "unnamed_71" VARCHAR,
  "unnamed_72" VARCHAR,
  "unnamed_73" VARCHAR,
  "unnamed_74" VARCHAR,
  "unnamed_75" VARCHAR,
  "unnamed_76" VARCHAR,
  "unnamed_77" VARCHAR,
  "unnamed_78" VARCHAR,
  "unnamed_79" VARCHAR,
  "unnamed_80" VARCHAR,
  "unnamed_81" VARCHAR,
  "unnamed_82" VARCHAR,
  "unnamed_83" VARCHAR,
  "unnamed_84" VARCHAR,
  "unnamed_85" VARCHAR,
  "unnamed_86" VARCHAR,
  "unnamed_87" VARCHAR,
  "unnamed_88" VARCHAR,
  "unnamed_89" VARCHAR,
  "unnamed_90" VARCHAR,
  "unnamed_91" VARCHAR,
  "unnamed_92" VARCHAR,
  "unnamed_93" VARCHAR,
  "unnamed_94" VARCHAR,
  "unnamed_95" VARCHAR,
  "unnamed_96" VARCHAR,
  "unnamed_97" VARCHAR,
  "unnamed_98" VARCHAR,
  "unnamed_99" VARCHAR
);

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