3.3.1. Extraction of Behaviors Based on Respondents’ Recognition by Text Analysis
Text analysis was conducted for free-answers to prompts Q2 (behaviors you usually feel are good for the environment), Q3 (behaviors that you are uncertain of as to whether they are good or bad for the environment), and Q4 (behaviors that are generally thought to be good for the environment though you do not agree). Although no limitation on letter count was set, majority of respondents answered at the word level. Among 72,738 respondents, 69,707 people had certain input to Q2, whereas 66,705 people responded to Q3 and 62,361 people to Q4.
The top 20 behaviors obtained by word frequency analysis in Q2, Q3, and Q4 were shown in
Table 6. The results showed that similar common behaviors were highly ranked in all prompts, including garbage separation, power saving, recycling, and eco bags.
Table 6.
Top 20 frequently answered behaviors asked by prompts Q2–Q4.
Table 6.
Top 20 frequently answered behaviors asked by prompts Q2–Q4.
| (Q2) Behaviors Good for the Environment | (Q3) Behaviors Whether Respondents Wonder Are Good or Bad | (Q4) Behaviors Generally thought to Be Good While Respondent Disagree |
---|
| Word | Frequency | Word | Frequency | Word | Frequency |
---|
1 | Power saving | 18,193 | Nothing | 20,007 | Nothing | 29,110 |
2 | Garbage separation | 18,100 | Garbage separation | 9315 | Don’t know | 7280 |
3 | | 8320 | No idea | 4638 | No idea | 3924 |
4 | | 6871 | | 3825 | Garbage separation | 3320 |
5 | Eco bag | 6378 | Power saving | 3237 | | 1963 |
6 | Nothing | 6129 | Recycle | 3037 | Recycle | 1627 |
7 | Car | 5924 | Eco bag | 1843 | Power saving | 1514 |
8 | Recycle | 5437 | Don’t know | 1788 | Nuclear power | 1398 |
9 | Reduce garbage | 4389 | Garbage | 1528 | Eco bag | 1200 |
10 | | 4108 | Car | 1470 | Eco car | 926 |
11 | Turn off light | 3466 | PET bottle | 1325 | Disposable wooden chopsticks | 715 |
12 | Garbage | 3189 | Purchase | 1272 | PET bottle | 678 |
13 | Turn off frequently | 3043 | Disposable wooden chopsticks | 1126 | Idling stop | 677 |
14 | Walk | 2516 | Nuclear power | 1105 | Electric car | 670 |
15 | Bicycle | 2438 | | 1002 | | 658 |
16 | Air conditioner | 2386 | Eco car | 920 | Think | 636 |
17 | Wasting | 2198 | Replacement | 757 | Car | 621 |
18 | Electricity | 2083 | | 720 | Hybrid car | 605 |
19 | Purchase | 1818 | Electricity | 711 | Replacement | 602 |
20 | Reduce use | 1627 | Eco products | 693 | Garbage | 591 |
The results of co‑occurrence network analysis indicate that major words co‑occurring with the word “use (I use for the environment)” were “bicycle”, “public transportation”, “naturally derived”, “forest thinning”, “recycled products”, “repair (long-term use)”, “power saving”, “refill type”, and “natural soap (no detergent)”. Meanwhile, the words co‑occurring with “not use (I do not use for the environment)” were mainly “elevator”, “escalator”, “car”, “detergent”, “chemical fertilizer”, “herbicide”, and “paper cup”.
Responses to Q3 including frequently appearing words and phrases are summarized in
Table 7. Especially words related to “
waste”, “
eco bag”, “
purchasing”, and “
car” were observed. Responses to Q4 indicated a tendency similar to Q3.
Characteristics by various socio‑demographics are explained as follows, with details in
Supplementary Materials. According to top 10 behaviors by age and gender for Q2 (
Table S13), younger people provided “
power saving”. Men in their 30 s to 50 s provided behaviors relating to driving cars, whereas women in their 30 s to 50 s to garbage (“
separation”, “
eco bag”, and “
recycle”). According to the top 10 behaviors by age and gender for Q3, the results show that people in their 10 s to 30 s doubted that “
eco bag” and “
power saving” were really good for the environment, even while those words were also inputted as good behaviors in Q2. They especially wondered if lights should be frequently turned on and off and whether there were more eco bags than actually needed. People in their 30 s to 40 s gave “
garbage separation” as a top behavior. Men in their 30 s to 50 s doubted the benefits of “
eco car” and “
idling stop”. Women in their 50 s to 60 s provided “
wash for recycling”; they wondered whether washing recyclable garbage was really good for the environment, as this requires more water. Elderly men responded to behaviors in daily life as well as social issues such as “
nuclear power”, “
solar power”, and “
carbon dioxide”. There is a similar tendency observed between Q3 and Q4.
Table 7.
Frequently appearing responses to question on behaviors that people were uncertain of as to whether they were good or bad for the environment (Q3).
Table 7.
Frequently appearing responses to question on behaviors that people were uncertain of as to whether they were good or bad for the environment (Q3).
Waste | Separation, Combustion, Non-combustion, Different separation, Wash plastics, Waste treatment, Increase of waste, Waste collection for recycle, Pick up trash, Charge for waste collection |
Eco bag | Make, Utilize, Sale, Production, Mass production, Promotion, Distribution, Excess of supply, Change |
Purchasing | Eco-marked products, PET bottle, Bulk purchase of eco bag or recycled products, Ecological home electronics, Buy new eco products, Carbon offset, Buy goods over internet, Eco car, Paper recycling |
Car | Electric car, Hybrid car, Gasoline-fueled car, Eco driving, Personal use |
Others | Collecting milk cartons, CO2 emission, All electrification, Open 24 h, Restart nuclear power, Buy new even when not necessary |
The top 10 behaviors by income for Q2 showed that people with lower income proposed garbage-related behaviors (
Table S14). People whose income was under 2 million yen provided “
no littering” or “
throw away to trash box”, which was rather a moralistic problem. People with higher income offered many words related to cars. This is partly because people with high income have higher car ownership rates. Public transportation was also seen in the top 10 words in higher income groups. Among the reasons for this is that people in urban areas tend to receive higher income on average and people whose houses are close to stations have the option to utilize public transportation (
Figure S3). “
Power saving” was seen in almost all income stages.
Among the top 10 behaviors by income for Q3, “replacement” and “purchase” were widely seen in groups with income of more than 4 million yen. Responses reflected that many considered whether the replacement of home appliances, cars, or still-usable things were harmful to the environment. “Eco car”, “hybrid car”, and “electric car” were also provided, meaning that people did not always consider the so-called eco car to be good for the environment.
As for regional differences, people who live in the northern parts of gave “
garbage separation” and “
power saving” as the top behaviors, whereas people who live in the southern region of Kansai mainly gave “
power saving” and a few garbage-related words as top behaviors (
Table S15). People in the Chubu area showed especially interesting responses; they provided car-related words as PEBs and garbage separation as a doubtful behavior. One possible reason for this finding is that the Chubu area includes mostly rural areas where cars are the main source of mobility. Another possible reason is that Nagoya City applies a very fragmented separation system for garbage collection. A similar pattern was observed in Q4 in each group; the explanation on Q4, hence, was omitted.
3.3.2. Characteristics of the Five Clusters’ Behavior Recognition
The popular behaviors in each cluster of cluster analysis (five clusters) for Q2 to Q4 were also analyzed (
Table 8). Although people in clusters 1 to 3 often answered the prompt at the word level, most people in clusters 4 and 5 were considered environmentally conscious as they expressed their thoughts and opinions using longer sentences. As such, feature expression analysis was conducted for clusters 4 and 5 (
Table 9) as catching the major topic by only using word frequency analysis was difficult.
Table 8.
Top 10 frequently answered behaviors by 5 clusters; (Q2) Behaviors good for the environment; (Q3) Behaviors uncertain of as to whether good or bad.
Table 8.
Top 10 frequently answered behaviors by 5 clusters; (Q2) Behaviors good for the environment; (Q3) Behaviors uncertain of as to whether good or bad.
(Q2) |
| Cluster 1 | Cluster 2 | Cluster 3 | Cluster 4 | Cluster 5 |
1 | Nothing | Not use | Nothing | Power saving | Reduce using |
2 | Power saving | Use | Turn off light | Garbage separation | Reduce garbage |
3 | Garbage separation | Garbage separation | Environment | Recycle | Raw garbage |
4 | Eco bag | Air conditioner | No litter garbage | Energy saving | No purchase |
5 | Turn off light | Turn off frequently | Train | Use | Purchase |
6 | Turn off frequently | Unplug | Good | Eco bag | Use |
7 | | Purchase | Not use | Car | Detergent |
8 | Recycle | No purchase | Turn off frequently | Reduce garbage | Electricity |
9 | Idling stop | Wasting | No littering | Eco | Wasting |
10 | Air conditioner | Bicycle, Walk | | Solar power | Energy |
(Q3) |
| Cluster 1 | Cluster 2 | Cluster 3 | Cluster 4 | Cluster 5 |
1 | Nothing | Garbage separation | Garbage separation | Nothing | Use |
2 | Garbage separation | Use | Power saving | Nuclear power | Good |
3 | Power saving | Recycle | Eco bag | | Nuclear power |
4 | Recycle | Eco bag | Eco car | Food | |
5 | Eco bag | PET bottle | Idling stop | Can use | Environment |
6 | | Replacement | Hybrid car | Raw garbage | Wonder good or not |
7 | Idling stop | Eco car | Plastic bag | Don’t know | Collection |
8 | Air conditioner | Purchase | Air conditioner | Clean | All-electric house |
9 | Plastic bag | Eco products | Recycle | | Plastic |
10 | Turn off light | Carry my-chopsticks | Carbon dioxide | No | Get dirty |
Answers as regards power saving and garbage collection were widely seen as behaviors that are good for the environment in all clusters except for cluster 5. In clusters 4 and 5, the higher conscious groups, the frequently appeared behaviors were related to reducing garbage and saving resources. In particularly, cluster 5 provided “composting raw garbage” and “no purchase.” In contrast, a lower attitude was seen in cluster 3 compared with other clusters; cluster 3 mainly gave “turn off light” and “no littering” as frequently appearing words.
As for Q3, “garbage separation”, “eco bag”, “recycle”, and “power saving” were drawn in clusters 1 to 3, whereas “nuclear power” and ”appropriate garbage separation or treatment” appeared in clusters 4 and 5. People in clusters 4 and 5 considered whether wiping off dirty dishes before washing them is better or not as this behavior could save water but increase the amount of garbage. They also wondered whether washing greasy plastics with food for recycling was beneficial as this requires more water and, thus, affects water treatment systems. These respondents already had basic environmental knowledge and seemed to require more precise information or data.
Table 9.
Top 10 feature expressions of answers by clusters 4 and 5 (5 clusters); (Q2) Behaviors good for the environment; (Q3) Behaviors uncertain of as to whether good or bad; (Q4) Behaviors generally thought to be good while respondent disagree.
Table 9.
Top 10 feature expressions of answers by clusters 4 and 5 (5 clusters); (Q2) Behaviors good for the environment; (Q3) Behaviors uncertain of as to whether good or bad; (Q4) Behaviors generally thought to be good while respondent disagree.
(Q2) Behaviors Good for the Environment | (Q3) Behaviors Uncertain of as to Whether Good or Bad | (Q4) Behaviors Generally thought to Be Good While Respondent Disagree |
---|
Cluster 4 | Cluster 5 | Cluster 4 | Cluster 5 | Cluster 4 | Cluster 5 |
---|
Power saving—Be conscious | Raw garbage—Do (compost) | Region—Different (Garbage separation) | Garbage—Treatment (appropriate) | | Eco products—So-called |
Eco bag—Shopping | Environment—Consider (Select products/service) | | People—Bad behavior for environment | PET bottle—Recycling | Eco products—Think |
Resource—Reuse | Raw garbage—Bury (Yard/field) | Garbage separation—Discharge | Garbage separation—Wash | Environment—Not good (Various) | Ecological home appliances—Replacement |
Electricity—Power saving | Recycle—Be conscious | Garbage separation—Different | Get dirty—Wipe off | Waste—Treatment | Air—Keep clean (Nuclear power, Eco car) |
Solar power—Introduce | Raw garbage—Composting | Eco products—Think | Garbage—Increase (Towel/paper for wiping off, replacement, etc.) | Nuclear power—Power generation | Use—Good (Disposable chopsticks, etc.) |
Cooling and heating—Temperature setting | Reduce garbage—Life | Eco—Wonder (Various) | Car—Go outside | Plastic garbage—Wash | Doubt using—Solar power, All-electric house, Eco bag, washing machine) |
| Compost—Make | | | Troublesome—Take | Nuclear power—Make |
Power saving—Make effort | | Energy—Consumption (Recycle, PEB) | Nuclear power—Restart | | Catchy phrase—Do |
Shopping bag—Bring | Reduce garbage—Creative | Garbage—Treatment | Environment—Wonder good or not (Various) | Plastic—Wash | Can use—Replacement |
Car—Eco driving | Power saving—Make effort | Nuclear power—Start | Products—Too much packaging | Carbon dioxide—No discharge | Energy—Necessary (Eco car) |