示例#1
0
    def sections(self):
        sections = []
        ''' Trade Section
        '''
        trade_section = {
            "title":
            _(u"%(product_name)s Trade.", product_name=self.attr.get_name()),
            "builds": []
        }

        exporters = Build("tree_map", self.classification, "export", "show",
                          "all", self.attr, self.year)
        exporters_subtitle = _(
            u"This treemap shows the share of countries that export %(product)s.",
            product=self.attr.get_name())
        trade_section["builds"].append({
            "title": u"Exporters",
            "build": exporters,
            "subtitle": exporters_subtitle
        })

        importers = Build("tree_map", self.classification, "import", "show",
                          "all", self.attr, self.year)
        importers_subtitle = _(
            u"This treemap shows the share of countries that import %(product)s.",
            product=self.attr.get_name())
        trade_section["builds"].append({
            "title": u"Importers",
            "build": importers,
            "subtitle": importers_subtitle
        })

        rings = Build("rings", self.classification, "export", "all", "all",
                      self.attr, self.year)
        rings_subtitle = _(
            u"This visualization shows products that are likely to be exported by countries that export %(product)s.",
            product=self.attr.get_name())
        trade_section["builds"].append({
            "title": u"Product Connections",
            "build": rings,
            "subtitle": rings_subtitle
        })

        sections.append(trade_section)

        sections.append({
            "title":
            _(u"More on %(country)s from our other sites",
              country=self.attr.get_name(article=True)),
            "source":
            "sisters"
        })
        ''' DataViva Section
        '''
        if self.classification == "hs92":

            dv_section = make_dv_section(self)
            sections.append(dv_section)

        return sections
示例#2
0
    def sections(self):
        sections = []
        ''' Trade Section
        '''
        trade_section = {
            "title": _(u"%(product_name)s Trade.", product_name=self.attr.get_name()),
            "builds": []
        }

        exporters = Build("tree_map", self.classification, "export", "show", "all", self.attr, self.year)
        exporters_subtitle = _(u"This treemap shows the share of countries that export %(product)s.", product=self.attr.get_name())
        trade_section["builds"].append({"title": u"Exporters", "build": exporters, "subtitle": exporters_subtitle})

        importers = Build("tree_map", self.classification, "import", "show", "all", self.attr, self.year)
        importers_subtitle = _(u"This treemap shows the share of countries that import %(product)s.", product=self.attr.get_name())
        trade_section["builds"].append({"title": u"Importers", "build": importers, "subtitle": importers_subtitle})

        rings = Build("rings", self.classification, "export", "all", "all", self.attr, self.year)
        rings_subtitle = _(u"This visualization shows products that are likely to be exported by countries that export %(product)s.", product=self.attr.get_name())
        trade_section["builds"].append({"title": u"Product Connections", "build": rings, "subtitle": rings_subtitle})

        sections.append(trade_section)

        sections.append({
            "title": _(u"More on %(country)s from our other sites", country=self.attr.get_name(article=True)),
            "source": "sisters"
        })

        ''' DataViva Section
        '''
        if self.classification == "hs92":
            
            dv_section = make_dv_section(self)
            sections.append(dv_section)
            
        return sections
示例#3
0
    def sections(self):
        sections = []
        ''' Trade Section
        '''

        if self.attr.id == "xxwld":

            export_tmap = Build("tree_map", "hs92", "export", self.attr, "all",
                                "show", self.year)
            this_yo = self.models.Yo.query.filter_by(year=self.year).all()

            export_val = sum([o.export_val for o in this_yo])
            export_subtitle = _(
                u"The total world trade in %(year)s was %(export_val)s.",
                year=self.year,
                export_val=num_format(export_val, "export_val"))
            export_subtitle += u" "

            past_yr = self.year - 5
            past_yo = self.models.Yo.query.filter_by(year=past_yr).all()
            growth_val = median([o.export_val_growth_pct_5 for o in this_yo])
            chg = "increased" if growth_val >= 0 else "decreased"
            export_subtitle += _(u"During the last five years exports have %(increased_decreased)s at a median annualized rate of %(change_rate)s%%, from $%(past_export_val)s in %(past_year)s to $%(current_export_val)s in %(current_year)s.",
                                    increased_decreased=chg, change_rate=num_format(growth_val*100), \
                                    past_export_val=num_format(sum([o.export_val for o in past_yo])), past_year=past_yr, current_export_val=num_format(export_val), current_year=self.year)
            export_subtitle += u" "

            top_exports = self.models.Yp.query.filter_by(
                year=self.year,
                hs92_id_len=6).order_by(desc("export_val")).limit(2).all()
            export_subtitle += _(u"The most recent exports are led by %(top_export)s which represent %(top_export_pct)s%% of the total products exported, followed by %(second_export)s, which account for %(second_export_pct)s%%.",
                                    top_export=top_exports[0].product.get_profile_link(), top_export_pct=num_format((top_exports[0].export_val/export_val)*100), \
                                    second_export=top_exports[1].product.get_profile_link(), second_export_pct=num_format((top_exports[1].export_val/export_val)*100))

            origins_tmap = Build("tree_map", "hs92", "import", self.attr,
                                 "show", "all", self.year)
            yo_exp = self.models.Yo.query.filter_by(year=self.year).order_by(
                desc("export_val")).limit(5).all()
            origin_list = self.stringify_items(yo_exp, "export_val", "country")
            origin_subtitle = _(u"The top exporters globally are %(origins)s.",
                                origins=origin_list)

            trade_section = {
                "builds": [
                    {
                        "title": _(u"Exports"),
                        "build": export_tmap,
                        "subtitle": export_subtitle
                    },
                    {
                        "title": _(u"Origins"),
                        "build": origins_tmap,
                        "subtitle": origin_subtitle
                    },
                ]
            }

        else:

            export_subtitle, import_subtitle, dest_subtitle, origin_subtitle = [
                None
            ] * 4

            export_tmap = Build("tree_map", "hs92", "export", self.attr, "all",
                                "show", self.year)
            import_tmap = Build("tree_map", "hs92", "import", self.attr, "all",
                                "show", self.year)

            yop_base = self.models.Yop.query.filter_by(year=self.year,
                                                       origin=self.attr,
                                                       hs92_id_len=6)
            # get growth
            past_yr = self.year - 5
            past_yo = self.models.Yo.query.filter_by(
                year=past_yr, country=self.attr).first()
            this_yo = self.models.Yo.query.filter_by(
                year=self.year, country=self.attr).first()
            exp_val_stat = filter(lambda s: s["key"] == "export_val",
                                  self.stats())
            if exp_val_stat:
                exp_val_stat = exp_val_stat.pop()
                export_subtitle = ""
                if self.attr.id != "xxwld":
                    exp_rank = num_format(
                        exp_val_stat["rank"],
                        "ordinal") if exp_val_stat["rank"] > 1 else ""
                    export_subtitle += _(
                        u"In %(year)s %(country)s exported $%(export_val)s, making it the %(export_rank)s largest exporter in the world.",
                        year=self.year,
                        country=self.attr.get_name(article=True),
                        export_val=num_format(exp_val_stat["val"]),
                        export_rank=exp_rank)
                    export_subtitle += u" "
                if past_yo:
                    chg = "increased" if this_yo.export_val_growth_pct_5 >= 0 else "decreased"
                    export_subtitle += _(u"During the last five years the exports %(of_country)s have %(increased_decreased)s at an annualized rate of %(change_rate)s%%, from $%(past_export_val)s in %(past_year)s to $%(current_export_val)s in %(current_year)s.",
                                            of_country=self.attr.get_name(article="of"), increased_decreased=chg, change_rate=num_format(this_yo.export_val_growth_pct_5*100), \
                                            past_export_val=num_format(past_yo.export_val), past_year=past_yr, current_export_val=num_format(this_yo.export_val), current_year=self.year)
                    export_subtitle += u" "
                top_exports = yop_base.order_by(
                    desc("export_val")).limit(2).all()
                if top_exports:
                    # raise Exception(top_exports[0].product.get_profile_link(), num_format((top_exports[0].export_val/exp_val_stat["val"])*100), self.attr.get_name(article="of"), top_exports[1].product.get_profile_link(), num_format((top_exports[1].export_val/exp_val_stat["val"])*100))
                    export_subtitle += _(u"The most recent exports are led by %(top_export)s which represent %(top_export_pct)s%% of the total exports %(of_country)s, followed by %(second_export)s, which account for %(second_export_pct)s%%.",
                                            top_export=top_exports[0].product.get_profile_link(), top_export_pct=num_format((top_exports[0].export_val/exp_val_stat["val"])*100), \
                                            of_country=self.attr.get_name(article="of"), second_export=top_exports[1].product.get_profile_link(), second_export_pct=num_format((top_exports[1].export_val/exp_val_stat["val"])*100))
            imp_val_stat = filter(lambda s: s["key"] == "import_val",
                                  self.stats())
            if imp_val_stat:
                imp_val_stat = imp_val_stat.pop()
                import_subtitle = ""
                if self.attr.id != "xxwld":
                    imp_rank = num_format(
                        imp_val_stat["rank"],
                        "ordinal") if imp_val_stat["rank"] > 1 else ""
                    import_subtitle += _(
                        u"In %(year)s %(country)s imported $%(import_val)s, making it the %(import_rank)s largest importer in the world.",
                        year=self.year,
                        country=self.attr.get_name(article=True),
                        import_val=num_format(imp_val_stat["val"]),
                        import_rank=imp_rank)
                    import_subtitle += u" "
                if past_yo:
                    chg = "increased" if this_yo.import_val_growth_pct_5 >= 0 else "decreased"
                    import_subtitle += _(u"During the last five years the imports %(of_country)s have %(increased_decreased)s at an annualized rate of %(change_rate)s%%, from $%(past_import_val)s in %(past_year)s to $%(current_import_val)s in %(current_year)s.",
                                            of_country=self.attr.get_name(article="of"), increased_decreased=chg, change_rate=num_format(this_yo.import_val_growth_pct_5*100), \
                                            past_import_val=num_format(past_yo.import_val), past_year=past_yr, current_import_val=num_format(this_yo.import_val), current_year=self.year)
                    import_subtitle += u" "
                top_imports = yop_base.order_by(
                    desc("import_val")).limit(2).all()
                if top_imports:
                    import_subtitle += _(u"The most recent imports are led by %(top_import)s which represent %(top_import_pct)s%% of the total imports %(of_country)s, followed by %(second_import)s, which account for %(second_import_pct)s%%.",
                                            top_import=top_imports[0].product.get_profile_link(), top_import_pct=num_format((top_imports[0].import_val/imp_val_stat["val"])*100), \
                                            of_country=self.attr.get_name(article="of"), second_import=top_imports[1].product.get_profile_link(), second_import_pct=num_format((top_imports[1].import_val/imp_val_stat["val"])*100))

            dests_tmap = Build("tree_map", "hs92", "export", self.attr, "show",
                               "all", self.year)
            yod_exp = self.models.Yod.query.filter_by(
                year=self.year,
                origin=self.attr).order_by(desc("export_val")).limit(5).all()
            if yod_exp:
                dest_list = self.stringify_items(yod_exp, "export_val", "dest")
                dest_subtitle = _(
                    u"The top export destinations %(of_country)s are %(destinations)s.",
                    of_country=self.attr.get_name(article="of"),
                    destinations=dest_list)

            origins_tmap = Build("tree_map", "hs92", "import", self.attr,
                                 "show", "all", self.year)
            yod_imp = self.models.Yod.query.filter_by(
                year=self.year,
                dest=self.attr).order_by(desc("export_val")).limit(5).all()
            if yod_imp:
                origin_list = self.stringify_items(yod_imp, "export_val",
                                                   "origin")
                origin_subtitle = _(
                    u"The top import origins %(of_country)s are %(origins)s.",
                    of_country=self.attr.get_name(article="of"),
                    origins=origin_list)

            # trade balance viz --
            first_yo = self.models.Yo.query.filter_by(
                year=available_years["hs92"][-1], country=self.attr).first()
            tb_subtitle = ""
            tb_build = Build("line", "hs92", "show", self.attr, "all", "all",
                             available_years["hs92"])
            if first_yo:
                net_trade = this_yo.export_val - this_yo.import_val
                trade_balance = _("positive") if net_trade >= 0 else _(
                    "negative")
                trade_direction = _("exports") if net_trade >= 0 else _(
                    "imports")
                tb_subtitle = _(
                    u"As of %(year)s %(country)s had a %(positive_negative)s trade balance of $%(net_trade)s in net %(exports_imports)s.",
                    year=self.year,
                    country=self.attr.get_name(article=True),
                    positive_negative=trade_balance,
                    net_trade=num_format(abs(net_trade)),
                    exports_imports=trade_direction)
                old_yo = self.models.Yo.query.filter_by(
                    year=available_years["hs92"][0],
                    country=self.attr).first()
                if old_yo:
                    old_net_trade = old_yo.export_val - old_yo.import_val
                    old_trade_balance = _(
                        "positive") if old_net_trade >= 0 else _("negative")
                    old_trade_direction = _(
                        "exports") if old_net_trade >= 0 else _("imports")
                    is_diff = True if old_trade_balance != trade_balance else False
                    still_or_not = _(
                        "still") if old_trade_balance == trade_balance else ""
                    tb_subtitle += u" "
                    tb_subtitle += _(
                        u"As compared to their trade balance in %(year)s when they %(still)s had a %(positive_negative)s trade balance of $%(net_trade)s in net %(exports_imports)s.",
                        year=available_years["hs92"][0],
                        still=still_or_not,
                        positive_negative=old_trade_balance,
                        net_trade=num_format(abs(old_net_trade)),
                        exports_imports=old_trade_direction)

            trade_section = {
                "builds": [
                    {
                        "title": _(u"Exports"),
                        "build": export_tmap,
                        "subtitle": export_subtitle,
                        "tour": "This is just a test",
                        "seq": 5
                    },
                    {
                        "title": _(u"Imports"),
                        "build": import_tmap,
                        "subtitle": import_subtitle
                    },
                    {
                        "title": _(u"Trade Balance"),
                        "build": tb_build,
                        "subtitle": tb_subtitle
                    },
                    {
                        "title": _(u"Destinations"),
                        "build": dests_tmap,
                        "subtitle": dest_subtitle
                    },
                    {
                        "title": _(u"Origins"),
                        "build": origins_tmap,
                        "subtitle": origin_subtitle
                    },
                ]
            }

        sections.append(trade_section)
        ''' Product Space Section
        '''
        subtitle = False
        if self.attr.id != "xxwld":
            num_exports_w_rca = db.session.query(func.count(self.models.Yop.hs92_id)) \
                        .filter_by(year = self.year, origin = self.attr) \
                        .filter(self.models.Yop.export_rca >= 1) \
                        .filter(func.char_length(self.models.Yop.hs92_id)==6) \
                        .scalar()
            this_attr_yo = attrs.Yo.query.filter_by(year=self.year,
                                                    country=self.attr).first()
            if this_attr_yo:
                eci = this_attr_yo.eci
                eci_rank = this_attr_yo.eci_rank
                if eci_rank:
                    subtitle = _(
                        u"The economy %(of_country)s has an Economic Complexity Index (ECI) of %(eci)s making it the %(eci_rank)s most complex country.",
                        of_country=self.attr.get_name(article="of"),
                        eci=num_format(eci),
                        eci_rank=num_format(eci_rank, "ordinal"))
                    subtitle += u" "
                else:
                    subtitle = ""
                subtitle += _(u"%(country)s exports %(num_of_exports)s products with revealed comparative advantage " \
                    u"(meaning that its share of global exports is larger than what " \
                    u"would be expected from the size of its export economy " \
                    u"and from the size of a product’s global market).",
                    country=self.attr.get_name(article=True), num_of_exports=num_exports_w_rca)
        product_space = Build("network", "hs92", "export", self.attr, "all",
                              "show", self.year)
        ps_text = _(
            u"The product space is a network connecting products that are likely to be co-exported and can be used to predict the evolution of a country’s export structure."
        )
        if subtitle:
            ps_text = u"{}</p><p>{}".format(ps_text, subtitle)
        ps_section = {
            "title":
            _(u"Economic Complexity %(of_country)s",
              of_country=self.attr.get_name(article="of")),
            "builds": [{
                "title": _(u"Product Space"),
                "build": product_space,
                "subtitle": ps_text,
                "tour": "The product space...",
                "seq": 6
            }]
        }
        ''' PGI Section
        '''
        if self.attr.id != "xxwld":
            pgi_product_space = Build("network", "sitc", "pgi", self.attr,
                                      "all", "show",
                                      available_years["sitc"][-1])
            subtitle = _(
                "In this version of the product space products are colored according to their Product Gini Index, or PGI. The PGI of a product is the level of income inequality that we expect for the countries that export a product. For more information see: %(paper1)s and %(paper2)s.",
                country=self.attr.get_name(article=True),
                paper1=
                "<a target='_blank' href='https://arxiv.org/abs/1505.07907'>Linking Economic Complexity, Institutions and Income Inequality</a>",
                paper2=
                "<a target='_blank' href='https://arxiv.org/abs/1701.03770'>The structural constraints of income inequality in Latin America</a>"
            )
            ps_section["builds"].append({
                "title":
                _(u"Complexity and Income Inequality"),
                "build":
                pgi_product_space,
                "subtitle":
                subtitle
            })
        ''' ECI Ranking Section
        '''
        if self.attr.id == "xxwld":
            line_rankings = Build(
                "line", "sitc", "eci", "show", "all", "all",
                [y for y in available_years["sitc"] if y >= 1964])
            start_year = 1980
            start_year = max(1964, start_year) if start_year != 1980 else 1964
            year_range = self.year - start_year
            subtitle = _(
                "The Economic Complexity of each country visualized over the past %(year_range)s years.",
                year_range=year_range)
            ps_section["builds"].append({
                "title":
                _(u"Economic Complexity Ranking"),
                "build":
                line_rankings,
                "subtitle":
                subtitle
            })

        elif this_attr_yo and this_attr_yo.eci != None:
            line_rankings = Build(
                "line", "sitc", "eci", "show", self.attr, "all",
                [y for y in available_years["sitc"] if y >= 1964])
            start_year = earliest_data.get(self.attr.id, 1980)
            start_year = max(1964, start_year) if start_year != 1980 else 1964
            year_range = self.year - start_year

            attr_yo_historic = attrs.Yo.query.filter_by(
                country=self.attr).filter(attrs.Yo.year == start_year).first()
            if attr_yo_historic and attr_yo_historic.eci_rank != None:
                eci_delta = this_attr_yo.eci_rank - attr_yo_historic.eci_rank
                inc_dec = _('increased') if eci_delta < 0 else _('decreased')
                subtitle = _(
                    "The Economic Complexity ranking %(of_country)s has %(increased_or_decreased)s by %(rank_delta)s places over the past %(year_range)s years from %(old_eci)s in %(old_year)s to %(current_eci)s in %(current_year)s.",
                    of_country=self.attr.get_name(article="of"),
                    increased_or_decreased=inc_dec,
                    rank_delta=abs(eci_delta),
                    year_range=year_range,
                    old_eci=num_format(attr_yo_historic.eci_rank, "ordinal"),
                    old_year=start_year,
                    current_eci=num_format(this_attr_yo.eci_rank, "ordinal"),
                    current_year=self.year)
            ps_section["builds"].append({
                "title":
                _(u"Economic Complexity Ranking"),
                "build":
                line_rankings,
                "subtitle":
                subtitle
            })
        sections.append(ps_section)

        sections.append({
            "title":
            _(u"More on %(country)s from our other sites",
              country=self.attr.get_name(article=True)),
            "source":
            "sisters"
        })
        ''' DataViva
        '''
        dv_section = make_dv_section(self)
        sections.append(dv_section)
        ''' Data USA
        '''
        if self.attr.id == "nausa":
            us_section = make_us_section()
            sections.append(us_section)
        ''' Pantheon
        '''
        pantheon_id = "all" if self.attr.id == "xxwld" else self.attr.id_2char
        if pantheon_id:
            if self.attr.id != "xxwld":
                pantheon_id = pantheon_id.upper()

            pantheon_section = make_pantheon_section(pantheon_id, self.attr)
            sections.append(pantheon_section)

        return sections
示例#4
0
    def sections(self):
        sections = []
        ''' Trade Section
        '''

        if self.attr.id == "xxwld":

            export_tmap = Build("tree_map", "hs92", "export", self.attr, "all", "show", self.year)
            this_yo = self.models.Yo.query.filter_by(year = self.year).all()

            export_val = sum([o.export_val for o in this_yo])
            export_subtitle = _(u"The total world trade in %(year)s was %(export_val)s.", year=self.year, export_val=num_format(export_val, "export_val"))
            export_subtitle += u" "

            past_yr = self.year - 5
            past_yo = self.models.Yo.query.filter_by(year = past_yr).all()
            growth_val = median([o.export_val_growth_pct_5 for o in this_yo])
            chg = "increased" if growth_val >= 0 else "decreased"
            export_subtitle += _(u"During the last five years exports have %(increased_decreased)s at a median annualized rate of %(change_rate)s%%, from $%(past_export_val)s in %(past_year)s to $%(current_export_val)s in %(current_year)s.",
                                    increased_decreased=chg, change_rate=num_format(growth_val*100), \
                                    past_export_val=num_format(sum([o.export_val for o in past_yo])), past_year=past_yr, current_export_val=num_format(export_val), current_year=self.year)
            export_subtitle += u" "

            top_exports = self.models.Yp.query.filter_by(year = self.year, hs92_id_len=6).order_by(desc("export_val")).limit(2).all()
            export_subtitle += _(u"The most recent exports are led by %(top_export)s which represent %(top_export_pct)s%% of the total products exported, followed by %(second_export)s, which account for %(second_export_pct)s%%.",
                                    top_export=top_exports[0].product.get_profile_link(), top_export_pct=num_format((top_exports[0].export_val/export_val)*100), \
                                    second_export=top_exports[1].product.get_profile_link(), second_export_pct=num_format((top_exports[1].export_val/export_val)*100))
            
            origins_tmap = Build("tree_map", "hs92", "import", self.attr, "show", "all", self.year)
            yo_exp = self.models.Yo.query.filter_by(year = self.year).order_by(desc("export_val")).limit(5).all()
            origin_list = self.stringify_items(yo_exp, "export_val", "country")
            origin_subtitle = _(u"The top exporters globally are %(origins)s.", origins=origin_list)

            trade_section = {
                "builds": [
                    {"title": _(u"Exports"), "build": export_tmap, "subtitle": export_subtitle},
                    {"title": _(u"Origins"), "build": origins_tmap, "subtitle": origin_subtitle},
                ]
            }

        else:

            export_subtitle, import_subtitle, dest_subtitle, origin_subtitle = [None]*4

            export_tmap = Build("tree_map", "hs92", "export", self.attr, "all", "show", self.year)
            import_tmap = Build("tree_map", "hs92", "import", self.attr, "all", "show", self.year)

            yop_base = self.models.Yop.query.filter_by(year = self.year, origin = self.attr, hs92_id_len=6)
            # get growth
            past_yr = self.year - 5
            past_yo = self.models.Yo.query.filter_by(year = past_yr, country = self.attr).first()
            this_yo = self.models.Yo.query.filter_by(year = self.year, country = self.attr).first()
            exp_val_stat = filter(lambda s: s["key"] == "export_val", self.stats())
            if exp_val_stat:
                exp_val_stat = exp_val_stat.pop()
                export_subtitle = ""
                if self.attr.id != "xxwld":
                    exp_rank = num_format(exp_val_stat["rank"], "ordinal") if exp_val_stat["rank"] > 1 else ""
                    export_subtitle += _(u"In %(year)s %(country)s exported $%(export_val)s, making it the %(export_rank)s largest exporter in the world.",
                                        year=self.year, country=self.attr.get_name(article=True), export_val=num_format(exp_val_stat["val"]), export_rank=exp_rank)
                    export_subtitle += u" "
                if past_yo:
                    chg = "increased" if this_yo.export_val_growth_pct_5 >= 0 else "decreased"
                    export_subtitle += _(u"During the last five years the exports %(of_country)s have %(increased_decreased)s at an annualized rate of %(change_rate)s%%, from $%(past_export_val)s in %(past_year)s to $%(current_export_val)s in %(current_year)s.",
                                            of_country=self.attr.get_name(article="of"), increased_decreased=chg, change_rate=num_format(this_yo.export_val_growth_pct_5*100), \
                                            past_export_val=num_format(past_yo.export_val), past_year=past_yr, current_export_val=num_format(this_yo.export_val), current_year=self.year)
                    export_subtitle += u" "
                top_exports = yop_base.order_by(desc("export_val")).limit(2).all()
                if top_exports:
                    # raise Exception(top_exports[0].product.get_profile_link(), num_format((top_exports[0].export_val/exp_val_stat["val"])*100), self.attr.get_name(article="of"), top_exports[1].product.get_profile_link(), num_format((top_exports[1].export_val/exp_val_stat["val"])*100))
                    export_subtitle += _(u"The most recent exports are led by %(top_export)s which represent %(top_export_pct)s%% of the total exports %(of_country)s, followed by %(second_export)s, which account for %(second_export_pct)s%%.",
                                            top_export=top_exports[0].product.get_profile_link(), top_export_pct=num_format((top_exports[0].export_val/exp_val_stat["val"])*100), \
                                            of_country=self.attr.get_name(article="of"), second_export=top_exports[1].product.get_profile_link(), second_export_pct=num_format((top_exports[1].export_val/exp_val_stat["val"])*100))
            imp_val_stat = filter(lambda s: s["key"] == "import_val", self.stats())
            if imp_val_stat:
                imp_val_stat = imp_val_stat.pop()
                import_subtitle = ""
                if self.attr.id != "xxwld":
                    imp_rank = num_format(imp_val_stat["rank"], "ordinal") if imp_val_stat["rank"] > 1 else ""
                    import_subtitle += _(u"In %(year)s %(country)s imported $%(import_val)s, making it the %(import_rank)s largest importer in the world.",
                                        year=self.year, country=self.attr.get_name(article=True), import_val=num_format(imp_val_stat["val"]), import_rank=imp_rank)
                    import_subtitle += u" "
                if past_yo:
                    chg = "increased" if this_yo.import_val_growth_pct_5 >= 0 else "decreased"
                    import_subtitle += _(u"During the last five years the imports %(of_country)s have %(increased_decreased)s at an annualized rate of %(change_rate)s%%, from $%(past_import_val)s in %(past_year)s to $%(current_import_val)s in %(current_year)s.",
                                            of_country=self.attr.get_name(article="of"), increased_decreased=chg, change_rate=num_format(this_yo.import_val_growth_pct_5*100), \
                                            past_import_val=num_format(past_yo.import_val), past_year=past_yr, current_import_val=num_format(this_yo.import_val), current_year=self.year)
                    import_subtitle += u" "
                top_imports = yop_base.order_by(desc("import_val")).limit(2).all()
                if top_imports:
                    import_subtitle += _(u"The most recent imports are led by %(top_import)s which represent %(top_import_pct)s%% of the total imports %(of_country)s, followed by %(second_import)s, which account for %(second_import_pct)s%%.",
                                            top_import=top_imports[0].product.get_profile_link(), top_import_pct=num_format((top_imports[0].import_val/imp_val_stat["val"])*100), \
                                            of_country=self.attr.get_name(article="of"), second_import=top_imports[1].product.get_profile_link(), second_import_pct=num_format((top_imports[1].import_val/imp_val_stat["val"])*100))

            dests_tmap = Build("tree_map", "hs92", "export", self.attr, "show", "all", self.year)
            yod_exp = self.models.Yod.query.filter_by(year = self.year, origin = self.attr).order_by(desc("export_val")).limit(5).all()
            if yod_exp:
                dest_list = self.stringify_items(yod_exp, "export_val", "dest")
                dest_subtitle = _(u"The top export destinations %(of_country)s are %(destinations)s.", of_country=self.attr.get_name(article="of"), destinations=dest_list)

            origins_tmap = Build("tree_map", "hs92", "import", self.attr, "show", "all", self.year)
            yod_imp = self.models.Yod.query.filter_by(year = self.year, dest = self.attr).order_by(desc("export_val")).limit(5).all()
            if yod_imp:
                origin_list = self.stringify_items(yod_imp, "export_val", "origin")
                origin_subtitle = _(u"The top import origins %(of_country)s are %(origins)s.", of_country=self.attr.get_name(article="of"), origins=origin_list)

            # trade balance viz --
            first_yo = self.models.Yo.query.filter_by(year = available_years["hs92"][-1], country = self.attr).first()
            tb_subtitle = ""
            tb_build = Build("line", "hs92", "show", self.attr, "all", "all", available_years["hs92"])
            if first_yo:
                net_trade = this_yo.export_val - this_yo.import_val
                trade_balance = _("positive") if net_trade >= 0 else _("negative")
                trade_direction = _("exports") if net_trade >= 0 else _("imports")
                tb_subtitle = _(u"As of %(year)s %(country)s had a %(positive_negative)s trade balance of $%(net_trade)s in net %(exports_imports)s.",
                                year=self.year, country=self.attr.get_name(article=True), positive_negative=trade_balance, net_trade=num_format(abs(net_trade)), exports_imports=trade_direction)
                old_yo = self.models.Yo.query.filter_by(year = available_years["hs92"][0], country = self.attr).first()
                if old_yo:
                    old_net_trade = old_yo.export_val - old_yo.import_val
                    old_trade_balance = _("positive") if old_net_trade >= 0 else _("negative")
                    old_trade_direction = _("exports") if old_net_trade >= 0 else _("imports")
                    is_diff = True if old_trade_balance != trade_balance else False
                    still_or_not = _("still") if old_trade_balance == trade_balance else ""
                    tb_subtitle += u" "
                    tb_subtitle += _(u"As compared to their trade balance in %(year)s when they %(still)s had a %(positive_negative)s trade balance of $%(net_trade)s in net %(exports_imports)s.",
                                    year=available_years["hs92"][0], still=still_or_not, positive_negative=old_trade_balance, net_trade=num_format(abs(old_net_trade)), exports_imports=old_trade_direction)

            trade_section = {
                "builds": [
                    {"title": _(u"Exports"), "build": export_tmap, "subtitle": export_subtitle, "tour":"This is just a test", "seq":5},
                    {"title": _(u"Imports"), "build": import_tmap, "subtitle": import_subtitle},
                    {"title": _(u"Trade Balance"), "build": tb_build, "subtitle": tb_subtitle},
                    {"title": _(u"Destinations"), "build": dests_tmap, "subtitle": dest_subtitle},
                    {"title": _(u"Origins"), "build": origins_tmap, "subtitle": origin_subtitle},
                ]
            }

        sections.append(trade_section)

        ''' Product Space Section
        '''
        subtitle = False
        if self.attr.id != "xxwld":
            num_exports_w_rca = db.session.query(func.count(self.models.Yop.hs92_id)) \
                        .filter_by(year = self.year, origin = self.attr) \
                        .filter(self.models.Yop.export_rca >= 1) \
                        .filter(func.char_length(self.models.Yop.hs92_id)==6) \
                        .scalar()
            this_attr_yo = attrs.Yo.query.filter_by(year = self.year, country = self.attr).first()
            if this_attr_yo:
                eci = this_attr_yo.eci
                eci_rank = this_attr_yo.eci_rank
                if eci_rank:
                    subtitle = _(u"The economy %(of_country)s has an Economic Complexity Index (ECI) of %(eci)s making it the %(eci_rank)s most complex country.",
                                of_country=self.attr.get_name(article="of"), eci=num_format(eci), eci_rank=num_format(eci_rank, "ordinal"))
                    subtitle += u" "
                else:
                    subtitle = ""
                subtitle += _(u"%(country)s exports %(num_of_exports)s products with revealed comparative advantage " \
                    u"(meaning that its share of global exports is larger than what " \
                    u"would be expected from the size of its export economy " \
                    u"and from the size of a product’s global market).",
                    country=self.attr.get_name(article=True), num_of_exports=num_exports_w_rca)
        product_space = Build("network", "hs92", "export", self.attr, "all", "show", self.year)
        ps_text = _(u"The product space is a network connecting products that are likely to be co-exported and can be used to predict the evolution of a country’s export structure.")
        if subtitle:
            ps_text = u"{}</p><p>{}".format(ps_text, subtitle)
        ps_section = {
            "title": _(u"Economic Complexity %(of_country)s", of_country=self.attr.get_name(article="of")),
            "builds": [
                {"title": _(u"Product Space"), "build": product_space, "subtitle": ps_text, "tour":"The product space...", "seq":6}
            ]
        }

        ''' ECI Ranking Section
        '''
        if self.attr.id == "xxwld":
            line_rankings = Build("line", "sitc", "eci", "show", "all", "all", [y for y in available_years["sitc"] if y >= 1964])
            start_year = 1980
            start_year = max(1964, start_year) if start_year != 1980 else 1964
            year_range = self.year - start_year
            subtitle = _("The Economic Complexity of each country visualized over the past %(year_range)s years.", year_range=year_range)
            ps_section["builds"].append({"title": _(u"Economic Complexity Ranking"), "build": line_rankings, "subtitle": subtitle})

        elif this_attr_yo and this_attr_yo.eci != None:
            line_rankings = Build("line", "sitc", "eci", "show", self.attr, "all", [y for y in available_years["sitc"] if y >= 1964])
            start_year = earliest_data.get(self.attr.id, 1980)
            start_year = max(1964, start_year) if start_year != 1980 else 1964
            year_range = self.year - start_year

            attr_yo_historic = attrs.Yo.query.filter_by(country=self.attr).filter(attrs.Yo.year == start_year).first()
            if attr_yo_historic and attr_yo_historic.eci_rank != None:
                eci_delta = this_attr_yo.eci_rank - attr_yo_historic.eci_rank
                inc_dec = _('increased') if eci_delta < 0 else _('decreased')
                subtitle = _("The Economic Complexity ranking %(of_country)s has %(increased_or_decreased)s by %(rank_delta)s places over the past %(year_range)s years from %(old_eci)s in %(old_year)s to %(current_eci)s in %(current_year)s.",
                    of_country=self.attr.get_name(article="of"), increased_or_decreased=inc_dec,
                    rank_delta=abs(eci_delta), year_range=year_range, old_eci=num_format(attr_yo_historic.eci_rank, "ordinal"),
                    old_year=start_year, current_eci=num_format(this_attr_yo.eci_rank, "ordinal"), current_year=self.year)
            ps_section["builds"].append({"title": _(u"Economic Complexity Ranking"), "build": line_rankings, "subtitle": subtitle})
        sections.append(ps_section)

        sections.append({
            "title": _(u"More on %(country)s from our other sites", country=self.attr.get_name(article=True)),
            "source": "sisters"
        })

        ''' DataViva
        '''
        dv_section = make_dv_section(self)
        sections.append(dv_section)

        ''' Data USA
        '''
        if self.attr.id == "nausa":
            us_section = make_us_section()
            sections.append(us_section)

        ''' Pantheon
        '''
        pantheon_id = "all" if self.attr.id == "xxwld" else self.attr.id_2char
        if pantheon_id:
            if self.attr.id != "xxwld":
                pantheon_id = pantheon_id.upper()
            
            pantheon_section = make_pantheon_section(pantheon_id, self.attr)
            sections.append(pantheon_section)
        
        return sections