Urban Connectivity: Elements for an Identification of Bir El Bey’s Preferential Landscapes

An urban landscape can be considered as a background environment that influences humans’ movements at various scales in the city. This research is oriented to the study of the interactions between urban forest patches and their degree of influence and attractions on humans’ behaviors and interactions. The objective is to evaluate the relations between individuals’ movements and the city space nearby natural landscapes, and also to question spatial practices in the city. Forest patches are modelled according to a structural approach at the city level, while Space syntax principles have been applied and compared to in situ movements as experimentally observed. A statistical analysis complements the configurational analysis by highlighting correlations between structural properties and human movements. The whole approach is applied to the Bir El Bey Forest of the Tunisian city of Hammam Chatt in order to explore the interaction between the built and natural landscapes at different levels of scale. The findings exhibit the respective effects of the urban network and natural landscape on the urban space, and how such spaces are appropriated by Hammam Chatt inhabitants and users. Finally, the results propose a generic framework analysis for the study of the relations between humans and urban structure and landscape preferences and that offers novel perspectives for urban planning.


Introduction
On the one hand, human activities have long caused profound changes in the integrity and diversity of urban landscapes. On the other hand, nature, the landscape and the environment are generating ever-increasing expectations in the name of sustainability and the living environment of our modern societies. This research first considers the diversity of environments that compose an urban landscape and the multiplicity of interactions with human beings. From these relationships, the objective is secondly to develop a methodological framework based on a dual structural analysis and field observation, taking into consideration the diversity of perceptions and actions that connect humans to their surrounding urban landscape. This is motivated by the fact that natural landscapes in the city might have a significant impact on humans' 'natural' movements. This leads us to combine a structural analysis as derived from space syntax principles with an analysis of the diversity of users' movements according to the characteristics of these natural landscapes and their recorded frequentation in space and time. The aim is to derive a better comprehension of the current interrelations between the fabric of the city, natural landscapes and human movements.
In Tunisia, urban forests are part of the natural protected areas according to the legislation in force, which is motivated to conserve biodiversity for ecological purposes without taking into consideration the riparian population. From 1960 onwards, forestry policies began to be harmonized with the general policy of economic and social development. The relationships of citizens with the forest was consolidated mainly through the creation of urban parks in forests and the densification of the road network [20]. Urban parks are managed by municipalities and play a social role of great importance in welcoming the city's residents. Several forests have not been developed. Their accessibility remains very limited because it is managed by the forestry administration. This research aims to support the knowledge and practice of urban landscape design and contribute to the broader field of pedestrian and vehicular accessibility in cities by providing new empirical knowledge about the concrete level in which urban design and landscape practices operate. We question this type of forest and more specifically the urban forest of Bir El Bey, which is the unique urban forest in the metropolis of Tunis devoid of any special leisure facilities for the inhabitants of the city despite its large area (3.5 km 2 ). This forest offers an attractive landscape in contrast with the urban space that is surrounding it and creating an attraction potential for the city. It presents the only means of access to the sea by the inhabitants. It is near the railway line that connects the southern suburbs to the northern suburbs. Its surface, which dominates the city, and its location on the city scale and on the metropolitan scale reinforces its attractiveness and allows the inhabitants to appropriate the space and to choose their preferred itineraries.
The focus of this research is oriented to complementary dimensions: first the degree of integration of human movements close to natural landscapes in the city, secondly movement and accessibility patterns as extracted from the urban network layout. This leads us to apply the theory of natural movement [21]. The objective is to examine the effect of urban forests on the use of neighborhood spaces based on the patterns extracted from a space syntax evaluation of natural movement patterns. This aim is to provide an evaluation approach that can not only characterize some human movement patterns in the city, but also possible planning perspectives for a better design of the city layout. This approach offers the possibility to estimate the theoretical accessibility or "natural motion" by measuring integration patterns throughout axial analysis. Practically, the axial analysis quantitatively evaluates the effect of the proximity urban forest on nearby users' practices. Indeed, the expected findings should highlight the importance of such natural landscapes in the city. The rest of the paper is organized as follows. Section 2 presents the case study while Section 3 introduces the principles of our methodological approach. Section 4 reports on the experiments while Section 5 discusses the findings. Finally, Section 6 summarizes our research and outlines a few perspectives for further work.

Materials and Methods
The Bir El Bey Forest is located in the city of Hammam Chatt and is located on the bank of the southern suburb, 25 km from Tunis, attached to the governorate of Ben Arous ( Figure 1). It is limited by the sea and the built-up area, which is the result of a linear urban extension of the neighboring city, "The city of Hammam Lif", which has married the existing natural wealth of the site: the Bir El Bey Forest, the mountain of Bougarnine, and the Mediterranean Sea. The Bir El Bey Forest occupies an area of 3.5 km 2 . It represents the largest urban forest in the Tunisian metropolis ( Figure 2). It is not equipped with an urban park or prior arrangements except for some pedestrian and vehicular circuits that facilitate access to the sea. It hides virgin beaches in the North that make up 3.2 km of the coastline. The forest is bounded in the south by the railway line, the RN1 road that leads to Tunis, an industrial zone, and collective housing, in the East, by sports facilities and a tourist area, and in the West, by educational facilities and individual housing ( Figure 3). The Bir El Bey Forest occupies an area of 3.5 km 2 . It represents the largest urban forest in the Tunisian metropolis ( Figure 2). It is not equipped with an urban park or prior arrangements except for some pedestrian and vehicular circuits that facilitate access to the sea. It hides virgin beaches in the North that make up 3.2 km of the coastline. The forest is bounded in the south by the railway line, the RN1 road that leads to Tunis, an industrial zone, and collective housing, in the East, by sports facilities and a tourist area, and in the West, by educational facilities and individual housing ( Figure 3). The Bir El Bey Forest occupies an area of 3.5 km 2 . It represents the largest urban forest in the Tunisian metropolis ( Figure 2). It is not equipped with an urban park or prior arrangements except for some pedestrian and vehicular circuits that facilitate access to the sea. It hides virgin beaches in the North that make up 3.2 km of the coastline. The forest is bounded in the south by the railway line, the RN1 road that leads to Tunis, an industrial zone, and collective housing, in the East, by sports facilities and a tourist area, and in the West, by educational facilities and individual housing ( Figure 3).   The presence of the railroad line on the N1 road makes direct access to the non-straightforward, while remaining visible to the users. Access is provided fro neighboring districts to the East and West from the N1 road. The tourist area, th Cedria sports complex, and the Borj Cedria international scouting, training, and cam center in the eastern zone are in direct contact (no fence and no boundary) with the while in the western zone, the isolated individual dwellings are separated from the by a 2 m high fence wall. The forest is equipped with pedestrian and vehicular track have the main role of controlling the spread of fires and lead to the sea.

Methodological Approach
Much research has been conducted in different contexts and has shown the co tion between urban form and human behavior [22]. Several studies have been perfo to assess the accessibility of urban green space. Some of them have evaluated the am of green space in a buffer zone around a neighborhood [23,24]. Other studies measured the Euclidean distance along a road network as the shortest distance nearest green space [25,26]. These methods have been oriented towards quant evaluations of the accessibility to the nearest green spaces and parks but have ig additional structural and qualitative factors such as the level of attraction and othe reational options offered to the residents. Previous approaches lacked completenes feasibility in assessing the distribution of accessibility locally and across the entire c a related work, Reyes evaluated walking accessibility to city parks for children in treal through a statistical analysis of trips length based on survey data Surveys However, no close connection to the urban forms and movement patterns have be far studied to understand the complete urban space properties and close relatio The presence of the railroad line on the N1 road makes direct access to the forest non-straightforward, while remaining visible to the users. Access is provided from the neighboring districts to the East and West from the N1 road. The tourist area, the Borj Cedria sports complex, and the Borj Cedria international scouting, training, and camping center in the eastern zone are in direct contact (no fence and no boundary) with the forest, while in the western zone, the isolated individual dwellings are separated from the forest by a 2 m high fence wall. The forest is equipped with pedestrian and vehicular tracks that have the main role of controlling the spread of fires and lead to the sea.

Methodological Approach
Much research has been conducted in different contexts and has shown the correlation between urban form and human behavior [22]. Several studies have been performed to assess the accessibility of urban green space. Some of them have evaluated the amount of green space in a buffer zone around a neighborhood [23,24]. Other studies have measured the Euclidean distance along a road network as the shortest distance to the nearest green space [25,26]. These methods have been oriented towards quantitative evaluations of the accessibility to the nearest green spaces and parks but have ignored additional structural and qualitative factors such as the level of attraction and other recreational options offered to the residents. Previous approaches lacked completeness and feasibility in assessing the distribution of accessibility locally and across the entire city. In a related work, Reyes evaluated walking accessibility to city parks for children in Montreal through a statistical analysis of trips length based on survey data Surveys [27]. However, no close connection to the urban forms and movement patterns have been so far studied to understand the complete urban space properties and close relations between the urban natural and city layouts.
The theories of Lynch [28] and Jacob [29] address the question of spatial cohesion as a condition for the proper functioning of the urban landscape. The proposition resulting Urban Sci. 2021, 5, 55 6 of 22 from this seminal research contribution is that humans often draw on information on how paths in a city are interrelated. The main notion behind this principle is the one of spatial configuration. The role of spatial configuration on pathways within public gardens considers green spaces as attractive places for local people which are integrated with the wider urban landscape [6]. A green space in an urban area encompasses a range of environments and experiences for the community and a complementary setting for its built elements [30]. Eventually, the works of [31] have studied landscape preferences, through a landscape qualification of the street network layout. However, multiple works based on space syntax analyses have found a differential association of the street network with the distribution of attractive land uses in various urban contexts [32,33].
Space Syntax studies have reported that neighborhoods and urban areas exhibit different pedestrian interactions and travel patterns with the street network and some specific distribution of attractive land uses [34]. This offers a way of measuring the spatial configuration that represents an environment as a network of nodes and interconnecting links, which can be analyzed as a graph [35,36]. Space syntax brings a contribution to the advancement of research in the field of landscape design, including street grid configurations. Among the various techniques for space syntax analysis, axial analysis seems most suitable for applications in urban environments [37]. The resultant map is analyzed as a graph; centrality and periphery measures have proved to be particularly effective proxies for aggregating pedestrian movement when compared with direct observational counts, including the "gate method", which is a workhorse of spatial observing techniques that allows researchers to collect observations of moving people or vehicles [38,39].

Measuring Spatial Configurations through Space Syntax Analysis
By using space syntax techniques along with a movement observation survey, our research explores two issues: first, clustering patterns of land use categories in terms of spatial accessibility within the urban development; second, the effect of 'attractor' natural landscape and configuration properties of the forest on the distribution of movement densities. Space syntax uses several measures to quantify configurational attributes of spaces, such as Depth, Connectivity, Control, and Integration, and has been widely used in measuring configurational attributes of the urban environment [40]. We applied an axial map analysis using the measure of Integration that evaluates the to-movement potential of a given axial line, while the measure of Choice evaluates the through-movement potential of a given axial line in the graph [41]. These two structural measures represent two complementary forms of movement in an urban network by evaluating either the potential shortest movements to all other locations in the graph (i.e., Integration) or evaluating the capacity of a given location to lie in a path of all the shortest paths between all locations of the graph (i.e., Choice). Although route choice is affected by aesthetics, safety, travel time, and other factors that can differ from the usual shortest routes [42,43], the common guiding assumption often underpinning pedestrian volume modeling is that people try to minimize trip length [44]. Moreover, two syntactical properties are likely to reflect the type of land use that would fit best in this space [45]. Finally, the correlation between Choice and Integration measurements should be examined since this represents the likeliness of an area having a central quality, which could generate contact [46]. Space syntax incorporates the notion of scale in its analysis as urban areas can be analyzed using two predominant scales: a global and a local one that reflect different socio-spatial experiences.
The relation between the local and global structural properties that emerges is addressed through the measures of synergy and intelligibility. Hillier introduced the notion of Intelligibility, which is closely connected to Lynch's concept of legibility or imageability [47]. 'The property of 'intelligibility' in a deformed grid means the degree to which what we can see from the spaces that make up the system, that is, how many other spaces they are connected to, is a good guide to what we cannot see, that is, the integration of each space into the system as a whole. An intelligible system is one in which well-connected spaces also tend to be well-integrated spaces. An unintelligible system is one where well-connected spaces are not well integrated, so that what we can see of their connections misleads us about the status of that space in the system as a whole [47]. A second measure introduced by Hillier, called 'synergy', is relatively similar to the one of Intelligibility. It is the measure for an area, of the correlation between Global Integration and Local Integration. This denotes how much a local street system is a reliable predictor of the global configuration. For example, Synergy appears to be strong in named neighborhoods and weak over random areas of London. Considering Integration values for a group of spaces has been also applied to neighborhoods in a Dutch city using maps of the average integration (for a space the average integration is given by the average of all the Integration values of its connected neighborhood spaces) and suggested that for Dutch settlements the whom city layout appeared to be relatively similar to the one of the neighborhoods [48].
Space syntax models of pedestrian and vehicle flows can contribute to a better understanding of how street networks behave in relation with urban forest areas, and then reveal observed reciprocities between street networks, travel flows, and preferences in the city. The global scale can be said to refer to the background network, which is characterized by proportionally fewer and longer streets that intersect each other at obtuse angles. This is in contrast to the local network, which is embedded within the foreground and has a larger number of shorter streets that tend to intersect at near right angles [49].

Experimental Procedure: The Gate Method
The 'Gate method' allows to measure and observe movement data in the city and more specifically pedestrian or vehicle movements [38,39,50,51]. Therefore, the 'Gate method', oriented to the extraction of 'movement traces', evaluates the axes traveled by the movements of the pedestrians [52]. This method allowed us to follow and trace all the users' itineraries with the number of people crossing the considered space as structurally observed by Space Syntax approaches [53]. The modelling of pedestrian flows has been previously apprehended by the conceptual and methodological framework of the space syntax [21]. In particular, it has been shown that spatial configuration is a relevant factor driving wayfinding processes [54].

Data Collection and Modeling
The analysis of the impact of the urban forest on spatial practices was based on the concept of movement, visibility and accessibility, which are considered here as the main factors in the appropriation of spaces. The application of spatial syntax analysis combined with the results of the 'Gate method' analysis modeled by 'movement traces' leads to the development of a hybrid model of analysis and investigation. The Gate method is a technique rented from sociology and social psychology, whose scientific observation differs from simple impression by the fact that it is collected in a systematic way [55]. The evidence reveals that during wayfinding, participants choose the most connected streets, measurable with space syntax variables of relative street connectivity [56]. Four space syntax variables are used: Integration and Choice at global and local scales.
In order to explore the overall impact of the urban forest in the city, the analysis was conducted between the different peripheral axes of the forest in order to compare the axes bordering the forest to the other axes connected to the main RN1 street of the city. The choice was made in view of (1) the linear centrality that the city of Bir El Bey presents and where the RN1 axis presents the most connected axis at the urban scale, and (2) the location of the forest at the interface of El Farabi and 'Avenue de la Terre' and their connection to RN1. This allows us to objectively evaluate all the axes connected to the main street in order to compare El Farabi and Avenue de la Terre to the other axes of the city and, overall, derive some movement 'preferences'.
The pedestrian and motorized traffic observation campaign was performed on a sample of 26 roads, as shown in Figure 4, corresponding to the 6% of all Bir El Bey roads (in Bir El Bey, there are 470 roads). They were chosen to be representative of Bir El Bey roads and are those that are directly connected to the main axis of the city RN1, that is, the streets that are within a degree of connectivity to the main street RN1 ( Figure 4). and, overall, derive some movement 'preferences'.
The pedestrian and motorized traffic observation campaign was performed o sample of 26 roads, as shown in Figure 4, corresponding to the 6% of all Bir El Bey ro (in Bir El Bey, there are 470 roads). They were chosen to be representative of Bir El roads and are those that are directly connected to the main axis of the city RN1, tha the streets that are within a degree of connectivity to the main street RN1 (Figure 4). The last step was to get an idea of the relationship between the syntactic data the movement observations on site. Descriptive statistics have been applied to valid the overall results. A pre-processing step has normalized all quantitative attributes. data were modeled by (i) a Principal Component analysis (PCA), and (ii) an Ascend Hierarchical Classification (AHC). PCA is a fundamental statistical technique that established its significance in signal processing through numerous successful app tions including identifying a smaller set of artificial variables that summarize the orig data with minimal loss of information. By analyzing the composition of these com nents, one can filter out the most important attributes for further analysis [57]. As for AHC, it presents a classification method whose principle is to group individuals cording to their similarities. At the end of the second phase, the resulting structure sequence of nested partitions which can be visualized using a graphic called dendrog [58]. In order to clarify the overall results of the parsing and field observations, the m factors involved in route selection are analyzed and a PCA is applied on the five va bles, which are as follows:  The last step was to get an idea of the relationship between the syntactic data and the movement observations on site. Descriptive statistics have been applied to validate the overall results. A pre-processing step has normalized all quantitative attributes. The data were modeled by (i) a Principal Component analysis (PCA), and (ii) an Ascending Hierarchical Classification (AHC). PCA is a fundamental statistical technique that has established its significance in signal processing through numerous successful applications including identifying a smaller set of artificial variables that summarize the original data with minimal loss of information. By analyzing the composition of these components, one can filter out the most important attributes for further analysis [57]. As for the AHC, it presents a classification method whose principle is to group individuals according to their similarities. At the end of the second phase, the resulting structure is a sequence of nested partitions which can be visualized using a graphic called dendrogram [58]. In order to clarify the overall results of the parsing and field observations, the main factors involved in route selection are analyzed and a PCA is applied on the five variables, which are as follows:

Experimental Results
The conceptualization and implementation principles illustrated in Figure 5 were applied to the Bir El Bey case study. The results presented in the following figures are shown in a chromatic scale where the axial lines of red-yellow colors represent high-low values, respectively (all calculations have been made using DepthmapX© developed at the Bartlett Space Syntax Laboratory at University College London). The observation carried out will thus complete or qualify the results obtained by the syntactic analysis.

Experimental Results
The conceptualization and implementation principles illustrated in Figure 5 applied to the Bir El Bey case study. The results presented in the following figur shown in a chromatic scale where the axial lines of red-yellow colors represent high values, respectively (all calculations have been made using DepthmapX© develop the Bartlett Space Syntax Laboratory at University College London). The observ carried out will thus complete or qualify the results obtained by the syntactic analy We applied a non-participant observation (total separation between the subjec the observer) and direct observation (observation of the phenomenon in the plac time where it occurs). Thus, the observation was based on a sufficiently precise g allow comparison of human flows between the different routes observed. Figure 6 s the generated axial map of the city with 366 axial lines. The overall integration v vary in a range between 2.496 as the maximum value and 0.210 as the minimum with an average of 1.309. A high overall integration can be observed at the level of t national road, which represents an important axis of the city. This road N1 has a importance in the urban network of Bir El Bey. It has the highest integration value urban system. This road represents a primary axis of the city, separating a strip of vidual housing in the North from a strip of collective housing and an industrial zo the South. We applied a non-participant observation (total separation between the subject and the observer) and direct observation (observation of the phenomenon in the place and time where it occurs). Thus, the observation was based on a sufficiently precise grid to allow comparison of human flows between the different routes observed. Figure 6 shows the generated axial map of the city with 366 axial lines. The overall integration values vary in a range between 2.496 as the maximum value and 0.210 as the minimum value with an average of 1.309. A high overall integration can be observed at the level of the N1 national road, which represents an important axis of the city. This road N1 has a major importance in the urban network of Bir El Bey. It has the highest integration value of the urban system. This road represents a primary axis of the city, separating a strip of individual housing in the North from a strip of collective housing and an industrial zone in the South.  (Table 1). We find in the segregated a Higher Institute of Cultural Animation of Bir El Bey and a touristic area. The segr is accentuated in the northwestern part of the city (roads 17, 18, and 19), ma collective housing area. This map is dominated by a strong opposition effect betw center (high values) and the periphery of the city (low values), without an hierarchy between the types of routes.
The local integration explores the local structural properties, and aims to iden emergence of secondary centralities, i.e., the accessibility of the forest in relatio city as a whole. It shows a highly hierarchical spatial distribution. The local inte values range from a maximum of 4.210 to a minimum of 0.210 with an average (Figure 7).  (Table 1). We find in the segregated areas the Higher Institute of Cultural Animation of Bir El Bey and a touristic area. The segregation is accentuated in the northwestern part of the city (roads 17, 18, and 19), mainly the collective housing area. This map is dominated by a strong opposition effect between the center (high values) and the periphery of the city (low values), without any local hierarchy between the types of routes.
The local integration explores the local structural properties, and aims to identify the emergence of secondary centralities, i.e., the accessibility of the forest in relation to the city as a whole. It shows a highly hierarchical spatial distribution. The local integration values range from a maximum of 4.210 to a minimum of 0.210 with an average of 1.940 (Figure 7).
The results also show that the aspect of accessibility is linear, where we find integrating axes at the local scale. The spatial system of the city seems to have an aspect of centrality in mesh. The major linear axes (a: RN1 National Street, b: 'Avenue de la Terre' c: Elfourabi Street) are characterized by very high values. They are in the [3.025; 3.616] and [3.616; 4.210] range and are more integrated than the overall urban system (Table 1). In contrast, to the sections of the sports facilities area that are less well connected to the network. The analysis also shows that the northwestern part of the city, essentially the collective housing area, is more integrated into the local scale. The axes bordering the forest have high local integration values. The axis of El Fourabi Street seems to be more integrated at the local scale. This can be explained by the presence of vehicular accesses from which citizens can access the forest from secondary streets. center (high values) and the periphery of the city (low values), without any local hierarchy between the types of routes.
The local integration explores the local structural properties, and aims to identify the emergence of secondary centralities, i.e., the accessibility of the forest in relation to the city as a whole. It shows a highly hierarchical spatial distribution. The local integration values range from a maximum of 4.210 to a minimum of 0.210 with an average of 1.940 (Figure 7).  The an analysis of the axial map of overall choice values shows high choice values with an average of 2324.2. The Choice values show that the axis of the RN1 Street is the most connected in the spatial system. This street connects the city of Grombalia to the city of Hammam Lif. It also includes the railway line that connects the city of Hammam Chott to downtown Tunis. Figure 8 shows another axis that is strongly integrated into the overall spatial system with a choice value of 123,191. The axis of 'Avenue de la Terre' constitutes a street that leads to the international camping center and to the sports complex of BorjCédria. Indeed, the important values of choice can be explained by the presence of pedestrian access from which users of the residential area border the forest and the facilities mentioned. The other axis bordering the forest is the axis of El Fourabi Street. It presents average choice values and seems to be more integrated at the local scale. The Choice map shows extremely hierarchical values. The opposition between the choice value of two major axes (a: RN1 National Street, b: 'Avenue de la Terre') and the other sections is attenuated (Table 1).
Indeed, the important values of choice can be explained by the presence of pedestrian access from which users of the residential area border the forest and the facilities mentioned. The other axis bordering the forest is the axis of El Fourabi Street. It presents average choice values and seems to be more integrated at the local scale. The Choice map shows extremely hierarchical values. The opposition between the choice value of two major axes (a: RN1 National Street, b: 'Avenue de la Terre') and the other sections is attenuated (Table 1).  We also notice a strong value of Choice at the level of the 'Avenue de la Terre' and El Fourabi Street. This can be explained by the presence of two pedestrian accesses from the individual and collective housing area in the northeast part, and that can access the forest from the small roads and tracks. The maps also suggested that two major effects play on the distribution of pedestrian accessibility: the opposition between the main axis materialized by the national road and the bordering axes and the hierarchy of local connectivity. However, the accessibility presents a much stronger relationship with the national road, especially in the axes that bypass the urban forest.
Finally, the spatial structure of the city shows an average synergy value of 0.26, which indicates a relatively low correlation between the different integration values, as shown in Figure 9. Synergy measures the way in which local dynamic relationships are maintained by global dynamics. There are two main reasons for this: on the one hand, the increasing urbanization of the territory of Bir El Bey is reinforced by a very strong demographic growth, and the consequent transformations that occurred on the other hand.
The Intelligibility is also represented in the form of a scatter diagram, correlating the overall spatial integration and connectivity of the axes of the axial map of the city of Hammam Chott. It can be defined as the integration of each space in the whole system. This second-degree measure shows an intelligible system (R 2 = 0.69) in Figure 10. The system shows a low synergy, which implies a loss of centrality and a high Intelligibility, resulting from an average global integration system and which implies an accelerated growth of activities in the neighborhood spaces.
shown in Figure 9. Synergy measures the way in which local dynamic relationships are maintained by global dynamics. There are two main reasons for this: on the one hand, the increasing urbanization of the territory of Bir El Bey is reinforced by a very strong demographic growth, and the consequent transformations that occurred on the other hand. The Intelligibility is also represented in the form of a scatter diagram, correlat overall spatial integration and connectivity of the axes of the axial map of the Hammam Chott. It can be defined as the integration of each space in the whole s This second-degree measure shows an intelligible system (R² = 0.69) in Figure 1 system shows a low synergy, which implies a loss of centrality and a high Intellig resulting from an average global integration system and which implies an acce growth of activities in the neighborhood spaces.
The observations of the pedestrian flow were made to verify the correspon between pedestrian movement and the results of the space syntax axial analysis. observations establish a good reading of the relationship between spatial configu and co-presence.
The counts were carried out in mid-season, in the month of March 2021, on a the middle of the week, by six observers between 8:00 a.m. and 5:30 p.m. We c counting period excluding exceptional events, in the middle of the week, and wit tively mild weather conditions. The movements of residents between their hom workplaces is taken into consideration as it affects pedestrian and vehicle traff purpose of the count is to measure the pedestrian and vehicular use of the public All people using the space are taken into account, whether they are residents, occa visitors, workers, or others.  The observations of the pedestrian flow were made to verify the correspondence between pedestrian movement and the results of the space syntax axial analysis. These observations establish a good reading of the relationship between spatial configuration and co-presence.
The counts were carried out in mid-season, in the month of March 2021, on a day in the middle of the week, by six observers between 8:00 a.m. and 5:30 p.m. We chose a counting period excluding exceptional events, in the middle of the week, and with relatively mild weather conditions. The movements of residents between their homes and workplaces is taken into consideration as it affects pedestrian and vehicle traffic. The purpose of the count is to measure the pedestrian and vehicular use of the public space. All people using the space are taken into account, whether they are residents, occasional visitors, workers, or others.
The pedestrian and vehicular flows are recorded by a team of observers on various segments of the roads leading to the forest. The observers work in pairs, one to count pedestrians and the other to count vehicles. Each pair of observers is placed on a point on the same street and performs 30-min counts for the five periods below: The pedestrian and vehicle counts provide information on the frequency of use of the routes on the different time periods. The observations are then subjected to descriptive statistics and statistical analysis through the identification of significant correlations between the space syntax measures, integration and controllability, and the vehicular and pedestrian movement records.
The National Road RN1 is characterized by a very high vehicular flow compared to other roads surrounding the forest. It is a connecting road between the southern suburbs and the rest of the city. Vehicle flow decreases considerably on the 'Avenue de la Terre' and is almost absent on the El Farabi street (Figure 11). In the East, this is due to the proximity of the Nozhet Soltane housing estate to the bypass that serves the other areas of the city, and in the West, this is due to the absence of facilities and shops and the presence of the fence separating the forest from the residential area, thus transforming the road into a private passage to the residences.
Urban Sci. 2021, 5, x FOR PEER REVIEW and the rest of the city. Vehicle flow decreases considerably on the 'Avenue and is almost absent on the El Farabi street (Figure 11). In the East, this is proximity of the Nozhet Soltane housing estate to the bypass that serves the of the city, and in the West, this is due to the absence of facilities and sho presence of the fence separating the forest from the residential area, thus tr the road into a private passage to the residences. The traffic flow varies according to the time of the day. The principal analysis (PCA) conducted by XLSTAT exhibits the following main facts. Firs shows the attribute pairs with correlations greater than 0.7, and these are known cases of correlations between HHI, IR3, and HHC, while cross-relatio non-syntactic attributes can be shown. The variables P3, P1, and P2 are ve positively correlated, while they are negatively correlated with P4 and P5. Th HH and IR3 are strongly correlated, while the variables CHH and P do no correlation with the other variables.
The choice of the two main axes is based on the cumulative percentage The traffic flow varies according to the time of the day. The principal component analysis (PCA) conducted by XLSTAT exhibits the following main facts. First, Figure 11 shows the attribute pairs with correlations greater than 0.7, and these are mainly the known cases of correlations between HHI, IR3, and HHC, while cross-relationships with nonsyntactic attributes can be shown. The variables P3, P1, and P2 are very strongly positively correlated, while they are negatively correlated with P4 and P5. The variables HH and IR3 are strongly correlated, while the variables CHH and P do not show any correlation with the other variables.
The choice of the two main axes is based on the cumulative percentage of 74% that accounts for the total variance explained. In addition, the first axis depends positively on the different variables, while the second axis depends positively and negatively on the different variables ( Figure 11). This denotes the important role of RN1 in rush hours facilitating to the inhabitants of the southern suburbs of Tunis the transport between housing and work, counting 1100 cars between 8:00 a.m. and 8:30 a.m. and 1600 between 5:00 p.m. and 5:30 p.m. (Figure 11).
The simultaneous analysis of the observation site and study parameters shows that the most differentiated positions are (1) and (2), respectively. Concerning the contribution of the observations (in our case we treat the two roads), we noticed that the first two roads participate the most in the different axes of analysis and especially the first and second factor. This shows that the first two roads, which are the two peripheral roads of the urban forest, are the most integrated in the whole city layout. One can note that, with the exception of the ES (El Farabi Street) road, the other roads are relatively homogeneous with respect to the two factors ( Figure 12). Regardless of the time of day, the pedestrian flow is highest on 'Avenu as shown by the PCA analyses ( Figure 12). This road is mainly located Cedria metro station, offering easy access to pedestrians (residents passengers) coming from the forest or the city of Nozhet Soltane to the Tunis. It is also extended by a crosswalk provided by a traffic light that fa to the industrial zone to the south. Figures 12 and 13 show little pedest Farabi Street due to the absence of activities and commuters. Pedestrian flo sections provide a significant correlation between the presence of a natu and walking activities on the surrounding main streets. For all roads, the p increases at the end of the day. This coincides with the leaving times of who work in the industrial area or in the tourist and sports areas. It is also security conditions that force pedestrians to leave the area before nigh shows how users become actors in the appropriation of natural spaces in th Bey, gradually defining the forest as a preferred landscape. On the 'Avenue de la Terre', the flow increases in the late afternoon compared to other times of the day. The presence of sports and tourist facilities is justified by the concentration of civil servants returning from work during this time of day. On El Farabi Street, the vehicular flow is greater in the morning and early afternoon than in the late afternoon, as this road serves only the residents of the surrounding neighborhood.
Regardless of the time of day, the pedestrian flow is highest on 'Avenue de la Terre', as shown by the PCA analyses ( Figure 12). This road is mainly located near the Borj Cedria metro station, offering easy access to pedestrians (residents, workers, or passengers) coming from the forest or the city of Nozhet Soltane to the whole city of Tunis. It is also extended by a crosswalk provided by a traffic light that facilitates access to the industrial zone to the south. Figures 12 and 13 show little pedestrian traffic on Farabi Street due to the absence of activities and commuters. Pedestrian flows in all three sections provide a significant correlation between the presence of a natural landscape and walking activities on the surrounding main streets. For all roads, the pedestrian flow increases at the end of the day. This coincides with the leaving times of the employees who work in the industrial area or in the tourist and sports areas. It is also related to the security conditions that force pedestrians to leave the area before nightfall. This also shows how users become actors in the appropriation of natural spaces in the city of Bir El Bey, gradually defining the forest as a preferred landscape.
Farabi Street due to the absence of activities and commuters. Pedestrian flo sections provide a significant correlation between the presence of a nat and walking activities on the surrounding main streets. For all roads, the p increases at the end of the day. This coincides with the leaving times of who work in the industrial area or in the tourist and sports areas. It is also security conditions that force pedestrians to leave the area before nigh shows how users become actors in the appropriation of natural spaces in th Bey, gradually defining the forest as a preferred landscape. From the AHC classification, indidivuals are grouped according to th in order to represent them in the form of a classification tree so-called ( Figure 13). This discrimination brings out five classes, namely: class numb the largest number of roads (24 roads) "RN1, AT, ES, R1, R6-R26" and h intra-class variance (169,527,511,587,628) as shown in Table 2; class numb only the two roads R2 and R3. Finally, the other three classes integrate onl class. In addition, the majority or the most important information is cen number 1 with respect to the factors studied as shown in Table 2. From the AHC classification, indidivuals are grouped according to their similarities in order to represent them in the form of a classification tree so-called dendrogram ( Figure 13). This discrimination brings out five classes, namely: class number 1 integrates the largest number of roads (24 roads) "RN1, AT, ES, R1, R6-R26" and has the highest intra-class variance (169,527,511,587,628) as shown in Table 2; class number 2 integrates only the two roads R2 and R3. Finally, the other three classes integrate only one road per class. In addition, the majority or the most important information is centered in class number 1 with respect to the factors studied as shown in Table 2. The AHC shows that the peripheral streets (RN1, 'Avenue de la Terre' and El Farabi Street) belong to class 1 and present the most selected sections in the urban system of Bir El Bey. This is confirmed in the field by the high traffic of the three aforementioned axes. As can be seen, the results are representative enough, thus justifying a possible use of the described methodology as an alternative to the use of traffic observation campaigns. Although all of the analyzed streets are connected to a certain degree of connectivity to RN1, it appears that both El Farabi Street and 'Avenue de la Terre' are highly integrated at the global and local levels when compared to the other analyzed streets. Overall, the three peripheral roads are well integrated with their adjacent areas (Tables 1-3). The reason for this is that 'Avenue de la Terre' has a greater number of pedestrians coming from outside the area and from afar than El Farabi Street. This can be explained not only by the difference in the degree of integration, but also by the presence of connections to this street. This corresponds to the observation that the walking movements of the 'Avenue de la Terre' is mainly made of access to the urban forest. The analyses mentioned in Figures 11 and 12 show the influence of the presence of a natural area in a built environment on walking patterns, and a valuable example of the impact of land uses on pedestrian patterns in the city.

Discussion
The axial accessibility indices make it possible to visualize a "centrifugal force" on both global and local scales. The chronological succession of constructions along a linear axis following several natural constraints is visible and gives rise to a linear urban sprawl. It allows us to think that the urban development of Hammam Chott was achieved in the same way as most coastal cities of Tunisia.
The difference in the number of pedestrians between El Farabi Street and 'Avenue de la Terre' is probably due to the lack of residential area at the interface of El Farabi Street. These two streets account for the highest percentage of pedestrian trips made at this location. However, at El Farabi Street, although residents' commuting numbers are relatively low, the overall pedestrian density at 5 p.m. appears to be close to the pedestrian patterns of 'Avenue de la Terre'. This is related to the presence of the urban forest nearby (Figures 11 and 12).
The imbrication of the natural landscape on important portions of the territory has participated in the emergence of new citizens' practices and new preferences to these natural urban landscapes. The syntactic analysis of the landscape has confirmed a relative disappearance of the dichotomy between natural and urban in favor of the construction of a new practice of space. The accessibility of the main roads is important as a whole and confirms the hypothesis that natural landscapes on which the public authorities still intervene are relatively marginal while maintaining high accessibility values, raising many pending issues. However, the number of axes that are easily accessible to the forest are low. This is one of the important factors generating an average overall accessibility in the axes bordering the forest.
Representing an urban landscape using an overall vision between undeveloped, natural, forest, and the urban space constitutes a new challenging question, which imposes to explore the neighborhood relations between the urban layout, natural landscapes, and functional relations denoted as movements in the context of our study. The results show that this natural landscape does not form a closed or static environment in the urban environment, as it materializes some significant movement trends and representative structural properties. Moreover, urban planners must take into account the needs of pedestrians through the establishment of urban planning rules [59].
However, the integration of the urban forest, and more specifically its integration into the local urban context, seems to be unsatisfactory, especially regarding the other two bordering roads. The existing landscape discontinuity between the forest and the residential areas is improved by the fence surrounding the perimeter of the forest as well as the change in urban morphology on both sides of the forest. This landscape disconnect in terms of land use is also the case for the functioning of the urban area.

Conclusions
In order to identify "preferential landscapes" and their effects on pedestrian movement, the aggregation of individual data at the street section level gives access to a whole set of accessibility models and in particular to the modelling of the frequencies of vehicular and pedestrian use used in the space syntax via the integration and choice measures. The comparison between the integration and other forms of accessibility measurement showed the methodological specificity of syntactic analysis. Without attempting to aggregate individual data, the analysis of route choices focused on two approaches: -Global Choice to identify pedestrian movements; -Global and Local Integration to identify the connectivity of the forest at the scale of Hammam Chott and the interface areas; -Overall analysis of the relation between structural patterns exhibited at the local and global levels (i.e., Intelligibility, Synergy).

The Urban Forest: A Landscape That Generates Movement
Our modelling approach takes into account the concept of movement determining flows and particularly pedestrian flows. This notion of productive space has been claimed by the theory of space syntax. The syntactic analysis highlights the role of the urban landscapes visible to pedestrians in interaction with the influence played by the configuration of the road network. Our approach focuses on the observation of phenomena studied starting from the spatial structures, considered both as the results and producer of some processes.
Overall, this research assesses the suitability of syntactic analyses for modeling pedestrian flows at the street level using an approach where structural analysis has been correlated with observed movement data. The aim is to study the importance and role of the natural landscape in the urban fabric. Specifically, patterns that emerged from pedestrians' movements allowed us to identify the role of the forest in the urban landscape. Based on the idea that the landscape intervenes in these choices in a way that is not necessarily conscious, we tried to extract "landscape preferences" from the analysis.

The Urban Forest as Key Player of the Urban Layout
The experimental data show a significant tendency towards the most connected streets, but do not completely explain such a pattern. Why people should tend to favor the more connected street during wayfinding in environments is an intriguing question. It is possible that the reason is related to users' experiences. Future research should examine this further, given the relevance of such a tendency for planners of urban green spaces. The density of traffic in the different sections, in particular the distribution of the number of pedestrians at different times of the day are closely related to an increase of pedestrian walking activities that increased direct and indirect human interactions. The presence of a natural space in the city gives a sense of well-being but also becomes an attraction factor, especially for pedestrian activities (e.g., walking for pleasure).
The relationship between man and this urban environment should be also taken into account as part of a landscape project in the city. A relational approach could improve users' experiences and the identification of preferred landscapes. The methodological framework developed here can be applied to other cities, as it allows them to identify specific places of transformation but also to increase the knowledge of the interaction between natural landscapes and users' experiences in different contexts.
The social dimension of the open landscape imposes a consideration of the territory's own rhythm through its nature. The city composes with nature. Nature is present in the most intimate spaces of the city; the metabolism of the city includes natural flows. The urban forest is also part of this space. The urban project of today's city must deal with this preferential landscape, which imposes a local approach to situations and an appreciation of their diversity.

Further Work
We believe that the variables applied in this research to study the concept of movement, visibility, and accessibility, and to denote the main factors in the appropriation of urban spaces in relation with urban natural areas, can be reinforced by the introduction of other factors already mentioned in other research, and that have already been considered relevant [60,61]. These studies were based on surveys in the presence of inhabitants, and more precisely, "the walk to talk method" was chosen to capture the interviewees' most common site-specific experiences. This type of qualitative method demonstrates their degree of appreciation of spaces and their choices to use roads is based on factors other than accessibility and integration such as speed, interest in natural space, comfort, and quality of design. The identification of these variables can strengthen the identification of preferred landscapes. These surveys can also include the forest experts who occupy the space of the forest Bir El Bey and play a great role in the restrictions they impose for the protection and management of the forest in the ownership of this natural space.

Perspectives
The identification of 'preferential landscapes' could strengthen the city's capacity to deal with the impacts and necessary regulations due to climate change, since continuous natural areas are better temperature regulators than fragmented areas [62]. Preferential places reflect the awareness of the importance of such landscapes and should lead to environmental management and regional planning issues. In fact, walking opportunities to natural environments in the city require that the urban fabric is not extended in all directions but rather planned in the most appropriate way. It will then be possible to suggest the idea of 'containment' but not compact urban forms, somehow intertwined and sharing long, porous edges with natural spaces. Urban management must integrate new rules and methodological frameworks adapted to this complex reality where the urban layout is multipolar, in order to favor harmonious relations between the fabric of the city, natural landscapes and movement opportunities. However, understanding the more precise conditions that address the planning of natural spaces in urban contexts, as well as access for people and the ability to generate regulatory services, will require further studies. Finally, urban renewal, sustainability, and territorial strategies should be considered as global and holistic approaches, with a transversality between urban policies, environmentalist requirements and partnerships in a context of governance between the public and private sectors.