Act Now: Initial Principal Component Attempt

Kaiser-Meyer-Olkin (KMO) test: 0.930761


PCA(indim = 10, outdim = 3, principalratio = 0.6527716116627422)

Pattern matrix (unstandardized loadings):
------------------------------------
         PC1         PC2         PC3
------------------------------------
1   0.646215  -0.386639   -0.12246
2   0.717923  -0.108899   -0.147648
3   0.713283   0.23941    -0.455594
4   0.753419  -0.0976744  -0.266587
5   0.684221  -0.446088    0.199748
6   0.779537  -0.126739    0.0922357
7   0.697442   0.110111    0.453594
8   0.709783   0.288449   -0.10179
9   0.615589   0.562765    0.174102
10  0.753272   0.0091752   0.20059
------------------------------------

Importance of components:
---------------------------------------------------------
                                PC1        PC2        PC3
---------------------------------------------------------
SS Loadings (Eigenvalues)  5.02184   0.855379   0.650495
Variance explained         0.502184  0.0855379  0.0650495
Cumulative variance        0.502184  0.587722   0.652772
Proportion explained       0.769311  0.131038   0.0996512
Cumulative proportion      0.769311  0.900349   1.0
---------------------------------------------------------

Loadings

names `String`	PC1 `Float64`	PC2 `Float64`	PC3 `Float64`
Basic Income	0.65	-0.39	-0.12
Green Nd	0.72	-0.11	-0.15
Utilities	0.71	0.24	-0.46
Health	0.75	-0.10	-0.27
Childcare	0.68	-0.45	0.20
Education	0.78	-0.13	0.09
Housing	0.70	0.11	0.45
Transport	0.71	0.29	-0.10
Democracy	0.62	0.56	0.17
Tax	0.75	0.01	0.20

Principal Component Breakdown: by Destitute

	N (unweighted)	proportion	1st Principal Component (PC): mean	1st PC: std. dev	2nd PC: mean	2nd PC: std. dev	3rd PC: mean	3rd PC: std. dev
false	1759	0.88	0.11	2.26	0.01	0.93	0.00	0.81
true	229	0.12	-0.87	1.89	-0.08	0.90	-0.02	0.80

Graph of Principal Components Of Destitute

Principal Component Breakdown: by Not Managing Financially

	N (unweighted)	proportion	1st Principal Component (PC): mean	1st PC: std. dev	2nd PC: mean	2nd PC: std. dev	3rd PC: mean	3rd PC: std. dev
false	1681	0.85	0.10	2.25	0.03	0.93	-0.00	0.81
true	307	0.15	-0.54	2.14	-0.14	0.90	0.02	0.78

Graph of Principal Components Of Not Managing Financially

Principal Component Breakdown: by Last Election

	N (unweighted)	proportion	1st Principal Component (PC): mean	1st PC: std. dev	2nd PC: mean	2nd PC: std. dev	3rd PC: mean	3rd PC: std. dev
No Vote/DK/Refused	382	0.19	0.22	2.18	-0.14	0.94	0.02	0.87
Other/Brexit	75	0.04	0.46	2.66	0.41	1.02	-0.04	0.88
Nat/Green	137	0.07	-0.66	1.79	-0.11	0.85	-0.02	0.76
Labour	792	0.40	-0.92	1.69	-0.10	0.75	0.00	0.70
Conservative	486	0.24	1.44	2.34	0.20	1.10	-0.01	0.93
LibDem	116	0.06	0.03	2.08	0.19	0.90	-0.01	0.70

Graph of Principal Components Of Last Election

Principal Component Breakdown: by Owner Occupier

	N (unweighted)	proportion	1st Principal Component (PC): mean	1st PC: std. dev	2nd PC: mean	2nd PC: std. dev	3rd PC: mean	3rd PC: std. dev
No	724	0.36	-0.43	2.06	-0.17	0.88	0.08	0.76
Yes	1264	0.64	0.24	2.31	0.10	0.94	-0.04	0.83

Graph of Principal Components Of Owner Occupier

Principal Component Breakdown: by Gender

	N (unweighted)	proportion	1st Principal Component (PC): mean	1st PC: std. dev	2nd PC: mean	2nd PC: std. dev	3rd PC: mean	3rd PC: std. dev
Male	925	0.47	0.17	2.45	0.08	0.95	0.02	0.81
Female	1042	0.52	-0.14	1.98	-0.08	0.89	-0.02	0.81
Other	21	0.01	-0.26	3.81	0.34	1.21	-0.07	0.53

Principal Component Breakdown: by Ethnic 2

	N (unweighted)	proportion	1st Principal Component (PC): mean	1st PC: std. dev	2nd PC: mean	2nd PC: std. dev	3rd PC: mean	3rd PC: std. dev
Ethnic British	1617	0.81	0.04	2.26	0.03	0.91	-0.01	0.80
Other Ethnic	371	0.19	-0.15	2.13	-0.13	0.98	0.06	0.84

Graph of Principal Components Of Ethnic 2


	PC1_pre
	(1)	(2)	(3)	(4)	(5)	(6)	(7)	(8)	(9)	(10)	(11)	(12)	(13)	(14)	(15)	(16)	(17)


(Intercept)	0.483*** (0.000)	-0.795*** (0.000)	0.435 (0.248)	-0.173 (0.634)	0.164 (0.656)	-0.207 (0.598)	-0.056 (0.885)	0.253 (0.499)	0.539 (0.165)	0.516 (0.176)	0.130 (0.723)	0.891* (0.031)	0.632 (0.108)	0.581 (0.139)	1.251** (0.002)	0.543 (0.160)	0.466 (0.211)
At_Risk_of_Destitution	-0.018*** (0.000)														-0.014*** (0.000)
Satisfied_With_Income: 2. Mostly dissatisfied		0.260 (0.278)					0.078 (0.729)
Satisfied_With_Income: 3. Somewhat dissatisfied		0.731*** (0.001)					0.484* (0.020)
Satisfied_With_Income: 4. Neither satisfied nor dissatisfied		0.965*** (0.000)					0.637** (0.004)
Satisfied_With_Income: 5. Somewhat satisfied		0.891*** (0.000)					0.553** (0.010)
Satisfied_With_Income: 6. Mostly satisfied		1.262*** (0.000)					0.760*** (0.001)
Satisfied_With_Income: 7. Completely satisfied		0.890** (0.007)					0.314 (0.325)
Age			0.015*** (0.000)	0.012*** (0.000)	0.013*** (0.001)	0.016*** (0.000)	0.014*** (0.000)	0.015*** (0.000)	0.013*** (0.000)	0.013*** (0.000)	0.016*** (0.000)	0.014*** (0.000)	0.013*** (0.000)	0.014*** (0.000)	0.009** (0.006)	0.013*** (0.000)	0.014*** (0.000)
next_election: Labour			-2.270*** (0.000)	-2.214*** (0.000)	-2.277*** (0.000)	-2.286*** (0.000)	-2.256*** (0.000)	-2.288*** (0.000)	-2.257*** (0.000)	-2.261*** (0.000)	-2.293*** (0.000)	-2.217*** (0.000)	-2.253*** (0.000)	-2.265*** (0.000)	-2.251*** (0.000)	-2.264*** (0.000)	-2.284*** (0.000)
next_election: LibDem			-2.265*** (0.000)	-2.247*** (0.000)	-2.281*** (0.000)	-2.281*** (0.000)	-2.207*** (0.000)	-2.292*** (0.000)	-2.259*** (0.000)	-2.263*** (0.000)	-2.281*** (0.000)	-2.253*** (0.000)	-2.263*** (0.000)	-2.235*** (0.000)	-2.274*** (0.000)	-2.263*** (0.000)	-2.315*** (0.000)
next_election: Nat/Green			-2.605*** (0.000)	-2.554*** (0.000)	-2.640*** (0.000)	-2.649*** (0.000)	-2.583*** (0.000)	-2.638*** (0.000)	-2.572*** (0.000)	-2.566*** (0.000)	-2.653*** (0.000)	-2.573*** (0.000)	-2.575*** (0.000)	-2.608*** (0.000)	-2.600*** (0.000)	-2.582*** (0.000)	-2.650*** (0.000)
next_election: No Vote/DK/Refused			-1.010*** (0.000)	-0.977*** (0.000)	-1.033*** (0.000)	-1.034*** (0.000)	-0.994*** (0.000)	-1.034*** (0.000)	-1.005*** (0.000)	-1.008*** (0.000)	-1.041*** (0.000)	-0.983*** (0.000)	-0.997*** (0.000)	-1.019*** (0.000)	-0.988*** (0.000)	-1.006*** (0.000)	-1.034*** (0.000)
next_election: Other/Brexit			-1.917*** (0.000)	-1.900*** (0.000)	-1.960*** (0.000)	-1.968*** (0.000)	-1.936*** (0.000)	-1.968*** (0.000)	-1.903*** (0.000)	-1.893*** (0.000)	-1.973*** (0.000)	-1.903*** (0.000)	-1.901*** (0.000)	-1.927*** (0.000)	-1.905*** (0.000)	-1.912*** (0.000)	-1.975*** (0.000)
ethnic_2: Other Ethnic			-0.160 (0.200)	-0.190 (0.129)	-0.113 (0.370)	-0.151 (0.231)	-0.163 (0.194)	-0.160 (0.203)	-0.176 (0.161)	-0.181 (0.149)	-0.157 (0.210)	-0.152 (0.225)	-0.175 (0.164)	-0.180 (0.152)	-0.139 (0.264)	-0.174 (0.164)	-0.164 (0.189)
employment_2: Working/SE Inc. Part-Time			0.240* (0.030)	0.179 (0.105)	0.200 (0.072)	0.172 (0.127)	0.245* (0.027)	0.224* (0.043)	0.217* (0.050)	0.196 (0.077)	0.183 (0.104)	0.234* (0.034)	0.206 (0.063)	0.195 (0.080)	0.209 (0.057)	0.183 (0.100)	0.222* (0.044)
log(HH_Net_Income_PA)			0.100 (0.153)	0.012 (0.870)	0.137* (0.049)	0.165* (0.016)	0.076 (0.302)	0.142* (0.041)	0.151* (0.027)	0.149* (0.028)	0.171* (0.012)	0.052 (0.471)	0.144* (0.035)	0.090 (0.211)	0.030 (0.665)	0.145* (0.034)	0.110 (0.109)
is_redwall			-0.119 (0.221)	-0.108 (0.263)	-0.149 (0.127)	-0.109 (0.262)	-0.120 (0.218)	-0.127 (0.191)	-0.138 (0.156)	-0.134 (0.166)	-0.119 (0.220)	-0.130 (0.179)	-0.127 (0.189)	-0.120 (0.216)	-0.148 (0.124)	-0.127 (0.192)	-0.145 (0.133)
Gender: Male			0.298** (0.001)	0.290** (0.002)	0.297** (0.002)	0.280** (0.003)	0.292** (0.002)	0.289** (0.002)	0.241* (0.011)	0.239* (0.011)	0.279** (0.003)	0.267** (0.004)	0.251** (0.008)	0.300** (0.001)	0.245** (0.008)	0.253** (0.007)	0.276** (0.003)
Gender: Other			0.415 (0.364)	0.419 (0.358)	0.372 (0.417)	0.405 (0.378)	0.414 (0.365)	0.392 (0.393)	0.415 (0.365)	0.410 (0.370)	0.433 (0.346)	0.451 (0.324)	0.417 (0.363)	0.442 (0.335)	0.278 (0.539)	0.412 (0.367)	0.334 (0.465)
unsatisfied_with_income			-0.518*** (0.000)
Ladder				0.181*** (0.000)
Owner_Occupier: Yes					0.296** (0.008)
General_Health: Fair						0.262 (0.182)
General_Health: Good						0.394* (0.037)
General_Health: Very bad						-0.745 (0.115)
General_Health: Very good						0.360 (0.084)
not_managing_financially								-0.340* (0.011)
sqrt_phq_8									-0.145*** (0.000)
phq_8										-0.041*** (0.000)
poorhealth											-0.443** (0.010)
Managing_Financially: 2. Doing alright												-0.163 (0.277)
Managing_Financially: 3. Just about getting by												-0.571*** (0.000)
Managing_Financially: 4. Finding it quite difficult												-0.591** (0.003)
Managing_Financially: 5. Finding it very difficult												-0.916*** (0.001)
sqrt_gad_7													-0.160*** (0.000)
down_the_ladder														-0.403*** (0.000)
gad_7																-0.038*** (0.000)
destitute																	-0.736*** (0.000)


N	1,988	1,988	1,988	1,988	1,988	1,988	1,988	1,988	1,988	1,988	1,988	1,988	1,988	1,988	1,988	1,988	1,988
R²	0.045	0.024	0.165	0.171	0.161	0.162	0.167	0.161	0.164	0.165	0.161	0.169	0.165	0.164	0.181	0.164	0.168