*/
-static struct group_statistics *get_group(int v, struct group_statistics *key);
-
struct levene_info
{
}
-static struct hsh_table **hash;
-
/* Internal variables used in calculating the Levene statistic */
/* Per variable statistics */
/* An array of lz_stats for each variable */
static struct lz_stats *lz;
-/* Set to 1 if the groups require inequality comparisions */
-static int inequality_compare;
-
static void
levene_precalc (const struct levene_info *l)
lz = xmalloc (sizeof (struct lz_stats ) * l->n_dep ) ;
- hash = xmalloc (sizeof ( struct hsh_table *) * l->n_dep );
-
for(i=0; i < l->n_dep ; ++i )
{
struct variable *v = l->v_dep[i];
- int g;
- int number_of_groups = v->p.grp_data.n_groups ;
-
- hash[i] = hsh_create (l->n_dep * number_of_groups,
- (hsh_compare_func *) compare_group,
- (hsh_hash_func *) hash_group,
- 0,(void *) l->v_indep->width);
lz[i].grand_total = 0;
lz[i].total_n = 0;
- lz[i].n_groups = number_of_groups;
-
- for (g = 0 ; g < v->p.grp_data.n_groups ; ++g )
- {
- struct group_statistics *gs = &v->p.grp_data.gs[g];
- gs->lz_total = 0;
- hsh_insert(hash[i], gs);
- if ( gs->criterion != CMP_EQ )
- {
- inequality_compare = 1;
- }
- }
+ lz[i].n_groups = v->p.grp_data.n_groups ;
}
}
struct group_statistics key;
double weight = dict_get_case_weight(default_dict,c,&warn);
-
/* Skip the entire case if /MISSING=LISTWISE is set */
if ( l->missing == LEV_LISTWISE )
{
key.id = *gv;
- key.criterion = CMP_EQ;
for (i = 0; i < l->n_dep; ++i)
{
double levene_z;
const union value *v = case_data (c, var->fv);
struct group_statistics *gs;
- gs = get_group(i,&key);
+
+ gs = hsh_find(var->p.grp_data.group_hash,(void *) &key );
+
if ( 0 == gs )
continue ;
{
struct hsh_iterator hi;
struct group_statistics *g;
- for(g = (struct group_statistics *) hsh_first(hash[v],&hi);
+
+ struct variable *var = l->v_dep[v] ;
+ struct hsh_table *hash = var->p.grp_data.group_hash;
+
+
+ for(g = (struct group_statistics *) hsh_first(hash,&hi);
g != 0 ;
- g = (struct group_statistics *) hsh_next(hash[v],&hi) )
+ g = (struct group_statistics *) hsh_next(hash,&hi) )
{
g->lz_mean = g->lz_total/g->n ;
}
}
key.id = *gv;
- key.criterion = CMP_EQ;
for (i = 0; i < l->n_dep; ++i)
{
struct variable *var = l->v_dep[i] ;
const union value *v = case_data (c, var->fv);
struct group_statistics *gs;
- gs = get_group(i,&key);
+
+ gs = hsh_find(var->p.grp_data.group_hash,(void *) &key );
+
if ( 0 == gs )
continue;
double lz_numerator = 0;
struct hsh_iterator hi;
struct group_statistics *g;
- for(g = (struct group_statistics *) hsh_first(hash[v],&hi);
+
+ struct variable *var = l->v_dep[v] ;
+ struct hsh_table *hash = var->p.grp_data.group_hash;
+
+ for(g = (struct group_statistics *) hsh_first(hash,&hi);
g != 0 ;
- g = (struct group_statistics *) hsh_next(hash[v],&hi) )
+ g = (struct group_statistics *) hsh_next(hash,&hi) )
{
lz_numerator += g->n * pow2(g->lz_mean - lz[v].grand_mean );
/* Now clear up after ourselves */
free(lz_denominator);
- for (v = 0; v < l->n_dep; ++v)
- {
- hsh_destroy(hash[v]);
- }
-
- free(hash);
free(lz);
}
-
-/* Return the group belonging to the v_th dependent variable
- which matches the key */
-static struct group_statistics *
-get_group(int v, struct group_statistics *key)
-{
- struct group_statistics *gs;
- gs = hsh_find(hash[v],key);
-
-
- if ( ( !gs ) && inequality_compare)
- {
- /* Here we degrade to a linear search.
- This would seem inefficient. However, it should only ever happen
- with the T-TEST, for which there are exactly two groups */
-
- struct hsh_iterator hi;
-
- assert( hsh_count(hash[v]) == 2 ) ;
- for(gs = (struct group_statistics *) hsh_first(hash[v],&hi);
- gs != 0 ;
- gs = (struct group_statistics *) hsh_next(hash[v],&hi) )
- {
- int cmp;
-
- cmp = compare_values(&gs->id, &key->id, 0);
-
- assert( cmp != 0 ); /* or else the hash would have found something */
-
- if ( cmp == -1 &&
- ( gs->criterion == CMP_GT || gs->criterion == CMP_GE )
- )
- break;
-
- if ( cmp == 1 &&
- ( gs->criterion == CMP_LT || gs->criterion == CMP_LE )
- )
- break;
- }
- }
-
- return gs;
-}
/* GROUPS: Number of values specified by the user; the values
specified if any. */
-static int n_group_values;
-static union value groups_values[2];
-static enum comparison criteria[2];
+
+struct group_properties
+{
+ /* The comparison criterion */
+ enum comparison criterion;
+
+ /* The width of the independent variable */
+ int indep_width ;
+
+ union {
+ /* The value of the independent variable at which groups are determined to
+ belong to one group or the other */
+ double critical_value;
+
+
+ /* The values of the independent variable for each group */
+ union value g_value[2];
+ } v ;
+
+};
+
+
+static struct group_properties gp ;
static int bad_weight_warn;
+
+static int compare_group_binary(const struct group_statistics *a,
+ const struct group_statistics *b,
+ struct group_properties *p);
+
+
+static unsigned hash_group_binary(const struct group_statistics *g,
+ struct group_properties *p);
+
+
+
int
cmd_t_test(void)
{
if ( mode == T_IND_SAMPLES)
{
- int i;
+ int v;
/* Destroy any group statistics we created */
- for (i= 0 ; i < cmd.n_variables ; ++i )
+ for (v = 0 ; v < cmd.n_variables ; ++v )
{
- free(cmd.v_variables[i]->p.grp_data.gs);
+ struct group_proc *grpp = &cmd.v_variables[v]->p.grp_data;
+ free(grpp->group_hash);
}
}
static int
tts_custom_groups (struct cmd_t_test *cmd UNUSED)
{
+ int n_group_values=0;
lex_match('=');
{
if (indep_var->type == NUMERIC)
{
- groups_values[0].f = 1;
- groups_values[1].f = 2;
- criteria[0] = criteria[1] = CMP_EQ;
+ gp.v.g_value[0].f = 1;
+ gp.v.g_value[1].f = 2;
+
+ gp.criterion = CMP_EQ;
+
n_group_values = 2;
+
return 1;
}
else
}
}
- if (!parse_value (&groups_values[0],indep_var->type))
+ if (!parse_value (&gp.v.g_value[0],indep_var->type))
return 0;
lex_match (',');
if (lex_match (')'))
{
- criteria[0] = CMP_LE;
- criteria[1] = CMP_GT;
- groups_values[1] = groups_values[0];
+ gp.criterion = CMP_LE;
+ gp.v.critical_value = gp.v.g_value[0].f;
+
n_group_values = 1;
return 1;
}
- if (!parse_value (&groups_values[1],indep_var->type))
+ if (!parse_value (&gp.v.g_value[1],indep_var->type))
return 0;
-
+
n_group_values = 2;
if (!lex_force_match (')'))
return 0;
- criteria[0] = criteria[1] = CMP_EQ;
+ if ( n_group_values == 2 )
+ gp.criterion = CMP_EQ ;
+ else
+ gp.criterion = CMP_LE ;
+
+
return 1;
}
void ssbox_paired_init(struct ssbox *this,
struct cmd_t_test *cmd);
+
/* Factory to create an ssbox */
void
ssbox_create(struct ssbox *ssb, struct cmd_t_test *cmd, int mode)
}
+
/* Despatcher for the populate method */
void
ssbox_populate(struct ssbox *ssb,struct cmd_t_test *cmd)
tab_submit(ssb->t);
}
+
+
/* Initialize a ssbox struct */
void
ssbox_base_init(struct ssbox *this, int cols,int rows)
char *val_lab0=0;
char *val_lab1=0;
+ double indep_value[2];
char prefix[2][3]={"",""};
if ( indep_var->type == NUMERIC )
{
- val_lab0 = val_labs_find( indep_var->val_labs,groups_values[0]);
- val_lab1 = val_labs_find( indep_var->val_labs,groups_values[1]);
+ val_lab0 = val_labs_find( indep_var->val_labs,gp.v.g_value[0]);
+ val_lab1 = val_labs_find( indep_var->val_labs,gp.v.g_value[1]);
}
else
{
- val_lab0 = groups_values[0].s;
- val_lab1 = groups_values[1].s;
+ val_lab0 = gp.v.g_value[0].s;
+ val_lab1 = gp.v.g_value[1].s;
}
- if (n_group_values == 1)
+ if (gp.criterion == CMP_LE )
{
strcpy(prefix[0],"< ");
strcpy(prefix[1],">=");
+ indep_value[0] = gp.v.critical_value;
+ indep_value[1] = gp.v.critical_value;
+ }
+ else
+ {
+ indep_value[0] = gp.v.g_value[0].f;
+ indep_value[1] = gp.v.g_value[1].f;
}
assert(ssb->t);
for (i=0; i < cmd->n_variables; ++i)
{
- int g;
+ struct variable *var = cmd->v_variables[i];
+ struct hsh_table *grp_hash = var->p.grp_data.group_hash;
+ int count=0;
tab_text (ssb->t, 0, i*2+1, TAB_LEFT, cmd->v_variables[i]->name);
tab_text (ssb->t, 1, i*2+1, TAB_LEFT | TAT_PRINTF,
"%s%s", prefix[0], val_lab0);
else
- tab_text (ssb->t, 1, i*2+1, TAB_LEFT | TAT_PRINTF,
- "%s%g", prefix[0], groups_values[0].f);
+ tab_text (ssb->t, 1, i*2+1, TAB_LEFT | TAT_PRINTF,
+ "%s%g", prefix[0], indep_value[0]);
if (val_lab1)
tab_text (ssb->t, 1, i*2+1+1, TAB_LEFT | TAT_PRINTF,
"%s%s", prefix[1], val_lab1);
else
- tab_text (ssb->t, 1, i*2+1+1, TAB_LEFT | TAT_PRINTF,
- "%s%g", prefix[1], groups_values[1].f);
+ tab_text (ssb->t, 1, i*2+1+1, TAB_LEFT | TAT_PRINTF,
+ "%s%g", prefix[1], indep_value[1]);
+
/* Fill in the group statistics */
- for ( g=0; g < 2 ; ++g )
+ for ( count = 0 ; count < 2 ; ++count )
{
- struct group_statistics *gs = &cmd->v_variables[i]->p.grp_data.gs[g];
+ union value search_val;
+
+ struct group_statistics *gs;
+
+ if ( gp.criterion == CMP_LE )
+ {
+ if ( count == 0 )
+ {
+ /* less than ( < ) case */
+ search_val.f = gp.v.critical_value - 1.0;
+ }
+ else
+ {
+ /* >= case */
+ search_val.f = gp.v.critical_value + 1.0;
+ }
+ }
+ else
+ {
+ search_val = gp.v.g_value[count];
+ }
+
+ gs = hsh_find(grp_hash, (void *) &search_val);
+ assert(gs);
- tab_float(ssb->t, 2 ,i*2+g+1, TAB_RIGHT, gs->n, 2, 0);
- tab_float(ssb->t, 3 ,i*2+g+1, TAB_RIGHT, gs->mean, 8, 2);
- tab_float(ssb->t, 4 ,i*2+g+1, TAB_RIGHT, gs->std_dev, 8, 3);
- tab_float(ssb->t, 5 ,i*2+g+1, TAB_RIGHT, gs->se_mean, 8, 3);
+ tab_float(ssb->t, 2 ,i*2+count+1, TAB_RIGHT, gs->n, 2, 0);
+ tab_float(ssb->t, 3 ,i*2+count+1, TAB_RIGHT, gs->mean, 8, 2);
+ tab_float(ssb->t, 4 ,i*2+count+1, TAB_RIGHT, gs->std_dev, 8, 3);
+ tab_float(ssb->t, 5 ,i*2+count+1, TAB_RIGHT, gs->se_mean, 8, 3);
}
}
}
double std_err_diff;
double mean_diff;
- struct group_statistics *gs0 = &cmd->v_variables[i]->p.grp_data.gs[0];
- struct group_statistics *gs1 = &cmd->v_variables[i]->p.grp_data.gs[1];
+ struct variable *var = cmd->v_variables[i];
+
+ struct hsh_table *grp_hash = var->p.grp_data.group_hash;
+
+ struct group_statistics *gs0 ;
+ struct group_statistics *gs1 ;
+
+ union value search_val;
+
+ if ( gp.criterion == CMP_LE )
+ search_val.f = gp.v.critical_value - 1.0;
+ else
+ search_val = gp.v.g_value[0];
+
+ gs0 = hsh_find(grp_hash, (void *) &search_val);
+ assert(gs0);
+
+ if ( gp.criterion == CMP_LE )
+ search_val.f = gp.v.critical_value + 1.0;
+ else
+ search_val = gp.v.g_value[1];
+
+ gs1 = hsh_find(grp_hash, (void *) &search_val);
+ assert(gs1);
+
tab_text (self->t, 0, i*2+3, TAB_LEFT, cmd->v_variables[i]->name);
+
/* Calculation Implementation */
/* Per case calculations common to all variants of the T test */
}
}
-/* Return the group # corresponding to the
- independent variable with the value val
-*/
-static int
-get_group(const union value *val, struct variable *indep)
-{
- int i;
-
- for (i = 0; i < 2 ; ++i )
- {
- const int cmp = compare_values(val,&groups_values[i],indep->width) ;
- switch ( criteria[i])
- {
- case CMP_EQ:
- if ( 0 == cmp ) return i;
- break;
- case CMP_LT:
- if ( 0 > cmp ) return i;
- break;
- case CMP_LE:
- if ( cmp <= 0 ) return i;
- break;
- case CMP_GT:
- if ( cmp > 0 ) return i;
- break;
- case CMP_GE:
- if ( cmp >= 0 ) return i;
- break;
- default:
- assert(0);
- };
- }
-
- /* No groups matched */
- return -1;
-}
-
-
static void
group_precalc (struct cmd_t_test *cmd )
{
/* There's always 2 groups for a T - TEST */
ttpr->n_groups = 2;
- ttpr->gs = xmalloc(sizeof(struct group_statistics) * 2) ;
+
+ gp.indep_width = indep_var->width;
+
+ ttpr->group_hash = hsh_create(2,
+ (hsh_compare_func *) compare_group_binary,
+ (hsh_hash_func *) hash_group_binary,
+ (hsh_free_func *) free_group,
+ (void *) &gp );
for (j=0 ; j < 2 ; ++j)
{
- ttpr->gs[j].sum = 0;
- ttpr->gs[j].n = 0;
- ttpr->gs[j].ssq = 0;
+
+ struct group_statistics *gs = (struct group_statistics *)
+ xmalloc (sizeof(struct group_statistics));
+
+ gs->sum = 0;
+ gs->n = 0;
+ gs->ssq = 0;
- if ( n_group_values == 2 )
- ttpr->gs[j].id = groups_values[j];
+ if ( gp.criterion == CMP_EQ )
+ {
+ gs->id = gp.v.g_value[j];
+ }
else
- ttpr->gs[j].id = groups_values[0];
- ttpr->gs[j].criterion = criteria[j];
+ {
+ if ( j == 0 )
+ gs->id.f = gp.v.critical_value - 1.0 ;
+ else
+ gs->id.f = gp.v.critical_value + 1.0 ;
+ }
+
+ hsh_insert ( ttpr->group_hash, (void *) gs );
+
}
}
group_calc (const struct ccase *c, struct cmd_t_test *cmd)
{
int i;
- int g;
const union value *gv = case_data (c, indep_var->fv);
}
}
-
gv = case_data (c, indep_var->fv);
- g = get_group(gv,indep_var);
-
-
- /* If the independent variable doesn't match either of the values
- for this case then move on to the next case */
- if (g == -1 )
- return 0;
-
for(i=0; i< cmd->n_variables ; ++i)
{
struct variable *var = cmd->v_variables[i];
+ const union value *val = case_data (c, var->fv);
+ struct hsh_table *grp_hash = var->p.grp_data.group_hash;
+ struct group_statistics *gs;
- struct group_statistics *gs = &var->p.grp_data.gs[g];
+ gs = hsh_find(grp_hash, (void *) gv);
- const union value *val = case_data (c, var->fv);
+ /* If the independent variable doesn't match either of the values
+ for this case then move on to the next case */
+ if ( ! gs )
+ return 0;
if ( !value_is_missing(val,var) )
{
group_postcalc ( struct cmd_t_test *cmd )
{
int i;
- int j;
for(i=0; i< cmd->n_variables ; ++i)
{
- for (j=0 ; j < 2 ; ++j)
- {
- struct group_statistics *gs;
- gs=&cmd->v_variables[i]->p.grp_data.gs[j];
+ struct variable *var = cmd->v_variables[i];
+ struct hsh_table *grp_hash = var->p.grp_data.group_hash;
+ struct hsh_iterator g;
+ struct group_statistics *gs;
+ int count=0;
+ for (gs = hsh_first (grp_hash,&g);
+ gs != 0;
+ gs = hsh_next(grp_hash,&g))
+ {
gs->mean = gs->sum / gs->n;
gs->s_std_dev= sqrt(
- ( (gs->ssq / gs->n ) - gs->mean * gs->mean )
- ) ;
+ ( (gs->ssq / gs->n ) - gs->mean * gs->mean )
+ ) ;
gs->std_dev= sqrt(
- gs->n/(gs->n-1) *
- ( (gs->ssq / gs->n ) - gs->mean * gs->mean )
- ) ;
+ gs->n/(gs->n-1) *
+ ( (gs->ssq / gs->n ) - gs->mean * gs->mean )
+ ) ;
gs->se_mean = gs->std_dev / sqrt(gs->n);
+ count ++;
}
+ assert(count == 2);
}
}
casereader_destroy (r);
group_postcalc(cmd);
-
levene(cf, indep_var, cmd->n_variables, cmd->v_variables,
(cmd->miss == TTS_LISTWISE)?LEV_LISTWISE:LEV_ANALYSIS ,
value_is_missing);
trbox_finalize(&test_results_box);
}
+
+
+/* Return -1 if the id of a is less than b; +1 if greater than and
+ 0 if equal */
+static int
+compare_group_binary(const struct group_statistics *a,
+ const struct group_statistics *b,
+ struct group_properties *p)
+{
+
+ short flag_a;
+ short flag_b;
+
+ assert(p->indep_width == 0 ) ;
+
+ if ( p->criterion == CMP_LE )
+ {
+ flag_a = ( a->id.f < p->v.critical_value ) ;
+ flag_b = ( b->id.f < p->v.critical_value ) ;
+ }
+ else
+ {
+ flag_a = ( a->id.f == p->v.critical_value ) ;
+ flag_b = ( b->id.f == p->v.critical_value ) ;
+ }
+
+
+ if ( flag_a == flag_b)
+ return 0 ;
+
+ return ( flag_a < flag_b);
+}
+
+static unsigned
+hash_group_binary(const struct group_statistics *g, struct group_properties *p)
+{
+ short flag = -1;
+
+ assert(p->indep_width == 0 ) ;
+
+ /* FIXME: should compare union values */
+ if ( p->criterion == CMP_LE )
+ {
+ flag = ( g->id.f < p->v.critical_value ) ;
+ }
+ else if ( p->criterion == CMP_EQ)
+ {
+ if ( g->id.f == p->v.g_value[0].f )
+ flag = 0 ;
+ else if ( g->id.f == p->v.g_value[1].f )
+ flag = 1;
+ else
+ flag = 2;
+ }
+ else
+ assert(0);
+
+ return flag;
+}