Appendix to

 “The Occupy Movement in California”

Michaela Curran, Elizabeth A. G. Schwarz and Christopher Chase-Dunn

Institute for Research on World-Systems

University of California-Riverside

http://www.irows.ucr.edu/cd/appendices/calocc/caloccapp.htm

v. 4-29-14

Table of Contents

Excel Data Set with 453 California Incorporated Towns and Cities

http://www.irows.ucr.edu/cd/appendices/calocc/calocc.xlsx

SPSS Data Set

http://www.irows.ucr.edu/cd/appendices/calocc/occupy.sav

SPSS Codebook

http://www.irows.ucr.edu/cd/appendices/calocc/codebkcalocc.docx

 

Tables

Table 1: Descriptive statistics for city-level characteristics and OM activity on

               Facebook

Table 2: Logistic Regression Analysis Results of the Effects of City-Level

Characteristics on Whether City has Facebook Occupy Page

Table 3: Linear Regression Analysis Results of the Effects of City-Level

               Characteristics on Number of Subscribers

Table 4: Linear Regression Analysis Results of the Effects of City-Level

               Characteristics on : Number of Subscribers (All Cities

Table 5: Linear Regression Analysis Results of the Effects of City-Level

               Characteristics on : Date Created

Table 6: Linear Regression Analysis Results of the Effects of City-Level

               Characteristics on : Date Created (ALL Cities)

               Table 7: California Counties categorized as East or West

Graphics

            Figure 1: Scattergram of Logged Likes and Average Unemployment in 2011 (with labels): All Cities

Figure 2: Scattergram of Logged Likes and Average Unemployment in 2011 (with labels): Only Cities with

Facebook Pages

            Figure 3: Histogram of Average Unemployment in 2011 by Existence of Facebook Pages

            Figure 4: Scattergram of Income and Average Unemployment in 2011(no labels)

            Figure 5: Area Graph of Population by Logged Likes (all Cities)

            Figure 6: Area Graph of Population by Logged Likes (only cities with a FB page)

            Figure 7: Area Graph of Population by Date (All cities)

            Figure 8: Area Graph of Population by Date (only cities with a FB page)

            Figure 9: Histogram of Population by Facebook Page Existence

 

Tables

Table 1. Descriptive statistics for city-level characteristics and OM activity on Facebook

Variables

N

Std Dev

Mean

Skewness

Min

Max

Facebook page (Yes =1)

481

0.46

0.30

0.89

0

1

Facebook subscribers

143

4729

1248

7.49

1

47120

Facebook subscribers (all)

481

2,635

371.06

13.64

0

47,120

Date created

143

16.87

438.59

-0.55

395

467

Date created (all)

481

201

130.39

0.90

0

467

Total population

481

198,258

64,062

14.82

112

3,792,621

Pop/10,000

481

19.83

6.41

14.82

.01

379.26

Median Household Income

480

30,762

66,466

1.88

20,410

223,611

Income/1,000

480

30.76

66.47

1.88

20.41

223.61

Schools

481

0.67

0.18

7.02

0

8

Population Latino

481

25.23

34.99

0.84

2.69

97.54

Population white

481

17.44

64.24

-0.33

19.38

95.22

Population 18-24

481

4.02

9.43

2.24

0

39.07

Democratic

479

14.64

59.01

0.04

19.88

94.72

North/South (N=1)

481

0.50

0.53

-0.12

0

1

East/West (W=1)

481

0.49

0.61

-0.46

0

1

Military Bases

481

1.42

0.90

2.82

0

9

Average 2011 Unemployment Rate

467

6.77

12.31

1.41

0.00

42.00

Foreclosure Rate (18 month 2007-2008)

478

3.15

6.14

0.29

0.36

13.99

 

Table 2. Logistic Regression Analysis Results of the Effects of City-Level Characteristics on

Whether City has Facebook Occupy Page

 

 

Model 1

 

Total population

0.305

***

 

(0.039)

 

Population 18-24

0.071

 

 

(0.039)

 

Population Latino

0.006

 

 

(0.009)

 

Population White

0.062

***

 

(0.013)

 

Household Income

-0.003

 

 

(0.007)

 

Democratic

0.055

***

 

(0.013)

 

North/South (N=1)

0.049

 

 

(0.362)

 

East/West (W=1)

-0.588

 

 

(0.427)

 

Military Bases

-0.048

 

 

(0.120)

 

Schools

0.260

 

 

(0.298)

 

Unemployment

-0.051

 

 

(0.036)

 

Foreclosures

0.077

 

 

(0.084)

 

 

 

 

Intercept

-9.973

***

 

(1.926)

 

Cox & Snell R Square

0.304

 

N

464

 

Notes: Numbers in parentheses are standard errors. *p<.05; **p<.01; ***p<.001 (2-tailed test).

 

Table 3. Linear Regression Analysis Results of the Effects of City-Level Characteristics on :

Number of Subscribers

 

 

Model 1

 

Total population

0.249

*

 

(0.007)

 

Population 18-24

0.251

**

 

(0.035)

 

Population Latino

-0.020

 

 

(0.012)

 

Population White

-0.110

 

 

(0.016)

 

Household Income

-0.222

*

 

(0.009)

 

Democratic

0.072

 

 

(0.016)

 

North/South (N=1)

-0.030

 

 

(0.417)

 

East/West (W=1)

0.027

 

 

(0.505)

 

Military Bases

-0.132

 

 

(0.127)

 

Schools

0.199

 

 

(0.223)

 

Unemployment

-0.091

 

 

(0.057)

 

Foreclosures

-0.133

 

 

(0.121)

 

 

 

 

Intercept

5.976

*

 

(2.346)

 

R square

0.394

 

N

142

 

Notes: Numbers in parentheses are standard errors. *p<.05; **p<.01; ***p<.001 (2-tailed test).

 

Table 4. Linear Regression Analysis Results of the Effects of City-Level Characteristics on :

Number of Subscribers (All Cities)

 

 

Model 1

 

Total population

0.275

***

 

(0.007)

 

Population 18-24

0.223

***

 

(0.029)

 

Population Latino

-0.064

 

 

(0.007)

 

Population White

0.106

*

 

(0.008)

 

Household Income

-0.055

 

 

(0.005)

 

Democratic

0.239

***

 

(0.010)

 

North/South (N=1)

-0.088

 

 

(0.273)

 

East/West (W=1)

-0.071

 

 

(0.343)

 

Military Bases

-0.081

 

 

(0.088)

 

Schools

0.168

**

 

(0.222)

 

Unemployment

-0.177

*

 

(0.026)

 

Foreclosures

0.074

 

 

(0.065)

 

 

 

 

Intercept

-2.054

 

 

(1.200)

 

R square

0.304

 

N

463

 

Notes: Numbers in parentheses are standard errors. *p<.05; **p<.01; ***p<.001 (2-tailed test).

 

Table 5. Linear Regression Analysis Results of the Effects of City-Level Characteristics on :

Date Created

 

 

Model 1

 

Total population

0.288

*

 

(0.061)

 

Population 18-24

0.111

 

 

(0.309)

 

Population Latino

-0.048

 

 

(0.102)

 

Population White

0.094

 

 

(0.136)

 

Household Income

-0.002

 

 

(0.077)

 

Democratic

0.147

 

 

(0.136)

 

North/South (N=1)

-0.192

 

 

(3.651)

 

East/West (W=1)

-0.101

 

 

(4.425)

 

Military Bases

-0.353

***

 

(1.114)

 

Schools

-0.054

 

 

(1.954)

 

Unemployment

0.203

 

 

(0.498)

 

Foreclosures

-0.257

 

 

(1.058)

 

 

 

 

Intercept

426.43

***

 

(20.545)

 

R square

0.201

 

N

142

 

Notes: Numbers in parentheses are standard errors. *p<.05; **p<.01; ***p<.001 (2-tailed test).

 

Table 6. Linear Regression Analysis Results of the Effects of City-Level Characteristics on :

Date Created (ALL Cities)

 

 

Model 1

 

Total population

0.184

**

 

(0.651)

 

Population 18-24

0.152

**

 

(2.607)

 

Population Latino

-0.040

 

 

(0.656)

 

Population White

0.121

*

 

(0.684)

 

Household Income

-0.019

 

 

(0.436)

 

Democratic

0.250

***

 

(0.864)

 

North/South (N=1)

-0.096

 

 

(24.766)

 

East/West (W=1)

-0.100

 

 

(31.141)

 

Military Bases

-0.043

 

 

(7.951)

 

Schools

0.076

 

 

(20.105)

 

Unemployment

-0.206

**

 

(2.383)

 

Foreclosures

0.111

 

 

(5.942)

 

 

 

 

Intercept

-150.095

 

 

(108.897)

 

R square

0.144

 

N

463

 

Notes: Numbers in parentheses are standard errors. *p<.05; **p<.01; ***p<.001 (2-tailed test).

 

Table 7: California Counties Categorized as East or West according to Douzet's and Miller's (2008) map of counties         

   Douzet, Frederick, and Kenneth P. Miller. 2008. “California’s East-West Divide.” In Douzet, Kousser, Miller, eds.

   The New Political Geography of California. Berkeley: Berkeley Public Policy Press.

 

County Name

East or West Region

Alameda

East

Humboldt

East

Los Angeles

East

Marin

East

Mendocino

East

Monterey

East

Napa

East

Orange

East

San Francisco

East

San Luis Obispo

East

Solano

East

Sonoma

East

Ventura

East

Alameda

West

Amador

West

Butte

West

Calaveras

West

Colusa

West

Contra Costa

West

Del Norte

West

El Dorado

West

Fresno

West

Glenn

West

Imperial

West

Inyo

West

Kern

West

Kings

West

Lake

West

Lassen

West

Madera

West

Merced

West

Modoc

West

Mono

West

Nevada

West

Orange

West

Placer

West

Plumas

West

Riverside

West

Sacramento

West

San Benito

West

San Bernardino

West

San Diego

West

San Joaquin

West

San Mateo

West

Santa Barbara

West

Santa Clara

West

Santa Cruz

West

Shasta

West

Sierra

West

Siskiyou

West

Stanislaus

West

Sutter

West

Tehama

West

Tulare

West

Tuolumne

West

Yolo

West

Yuba

West

 

Graphics

 

Figure 1: Scattergram of Logged Likes and Average Unemployment in 2011 (with labels): All Cities

 

 

 

Figure 2: Scattergram of Logged Likes and Average Unemployment in 2011 (with labels): Only Cities with

Facebook Pages

 

 

 

Figure 3: Histogram of Average Unemployment in 2011 by Existence of Facebook Pages

 

 

 

Figure 4: Scattergram of Income and Average Unemployment in 2011(no labels)

 

 

 

Figure 5: Area Graph of Population by Logged Likes (all Cities)

 

 

 

Figure 6: Area Graph of Population by Logged Likes (only cities with a FB page)

 

 

 

Figure 7: Area Graph of Population by Date (All cities)

 

 

 

Figure 8: Area Graph of Population by Date (only cities with a FB page)

 

 

 

Figure 9: Histogram of Population by Facebook Page Existence